Welcome to the World of Pokemon

library(datasets)

First lets bring in the Pokemon dataset.

Pokemon = read.csv(file = 'data/Pokemon.csv')
head(Pokemon)
##   X.                  Name Type.1 Type.2 Total HP Attack Defense Sp..Atk
## 1  1             Bulbasaur  Grass Poison   318 45     49      49      65
## 2  2               Ivysaur  Grass Poison   405 60     62      63      80
## 3  3              Venusaur  Grass Poison   525 80     82      83     100
## 4  3 VenusaurMega Venusaur  Grass Poison   625 80    100     123     122
## 5  4            Charmander   Fire          309 39     52      43      60
## 6  5            Charmeleon   Fire          405 58     64      58      80
##   Sp..Def Speed Generation Legendary
## 1      65    45          1     False
## 2      80    60          1     False
## 3     100    80          1     False
## 4     120    80          1     False
## 5      50    65          1     False
## 6      65    80          1     False



Reasearch Question 1:

What is the most common type for pokemon?

Since there are secondary typing for Pokemon, we will have to combine the observations from the two variables.


But first lets see what the data shows for Pokemon that only have one type.

# this is the Type.2 for charmander
# a Pokemon that has a singular "Fire" type

Pokemon$Type.2[5]
## [1] ""

The data displays a “” or empty for a Pokemon that has to Type.2. This will muddy our data if we’re looking for the most common type, since technically “” is a valid observation as far as the code is concerned.


These are the tables for Type.1 and Type.2 variables.

table(Pokemon$Type.1)
## 
##      Bug     Dark   Dragon Electric    Fairy Fighting     Fire   Flying 
##       69       31       32       44       17       27       52        4 
##    Ghost    Grass   Ground      Ice   Normal   Poison  Psychic     Rock 
##       32       70       32       24       98       28       57       44 
##    Steel    Water 
##       27      112
table(Pokemon$Type.2)
## 
##               Bug     Dark   Dragon Electric    Fairy Fighting     Fire 
##      386        3       20       18        6       23       26       12 
##   Flying    Ghost    Grass   Ground      Ice   Normal   Poison  Psychic 
##       97       14       25       35       14        4       34       33 
##     Rock    Steel    Water 
##       14       22       14
# how many types are in Type.1
length(table(Pokemon$Type.1)) 
## [1] 18
# how many types are in Type.2
length(table(Pokemon$Type.2))
## [1] 19

As you can see there is an extra type in table(Pokemon$Type.2) that is “” with the number 386 to represent all of the observations/Pokemon with “” for Type.2.


This is the combined table of Type.1 and Type.2, minus the empty “” type. Now we need to be careful, because this does not represent every Pokemon. As you can see when we look at the sum of the table, it shows 1214 when we only have 800 observations/Pokemon.

combinedTypeTable = (table(Pokemon$Type.1) + table(Pokemon$Type.2)[-1])

combinedTypeTable
## 
##      Bug     Dark   Dragon Electric    Fairy Fighting     Fire   Flying 
##       72       51       50       50       40       53       64      101 
##    Ghost    Grass   Ground      Ice   Normal   Poison  Psychic     Rock 
##       46       95       67       38      102       62       90       58 
##    Steel    Water 
##       49      126
paste("The sum is: ", sum(combinedTypeTable))
## [1] "The sum is:  1214"

Finally lets see which type is the most common for pokemon, either as their Type.1 OR their Type.2.

# finds the max(table), and then finds the index of the max value, then returns both the number and its name, in our case the type

combinedTypeTable[which(combinedTypeTable == max(combinedTypeTable))]
## Water 
##   126

As you can see, the most common typing for a Pokemon is Water.

But as always a visualization will help in contextualizing this piece of information.

combinedTypeTable = sort(combinedTypeTable, decreasing=TRUE)
barplot(combinedTypeTable[1:5], main = "TOP 5 MOST COMMON TYPES IN POKEMON", ylab="Frequency", col=c("lightblue"))



Reasearch Question 2: *ADD A “Total” Option to the Final Graph that Shows Total Amount of that Type

What generation has the greatest number of each “type”(Type.1 and Type.2 combined) of Pokemon


First we need to know how many different generations are present in our data.

table(Pokemon$Generation)
## 
##   1   2   3   4   5   6 
## 166 106 160 121 165  82

There are 6 different generations of Pokemon listed in the data, with a varying number of Pokemon for each generation.

Now we need to parse the data so that we can see how many of each type is in each generation.

# table for the number of each Type.1 type for all entries where the Generation is 1
table(Pokemon$Type.1[which(Pokemon$Generation == 1)])
## 
##      Bug   Dragon Electric    Fairy Fighting     Fire    Ghost    Grass 
##       14        3        9        2        7       14        4       13 
##   Ground      Ice   Normal   Poison  Psychic     Rock    Water 
##        8        2       24       14       11       10       31
# table for the number of each Type.2 type for all entries where the Generation is 1
table(Pokemon$Type.2[which(Pokemon$Generation == 1)])
## 
##              Dark   Dragon    Fairy Fighting   Flying    Grass   Ground 
##       88        1        1        3        2       23        2        6 
##      Ice   Poison  Psychic     Rock    Steel    Water 
##        3       22        7        2        2        4
length(table(Pokemon$Type.1[which(Pokemon$Generation == 1)]))
## [1] 15
length(table(Pokemon$Type.2[which(Pokemon$Generation == 1)]))
## [1] 14

But we run in to a problem due to the way that Pokemon types are set up. A Pokemon has one or two types, and the Type.2 is valued the same as Type.1. This means that we need to count both when looking at how many types of each Pokemon are in each generation. For example the first Pokemon in the data, Bulbasaur, would count as both a “Grass” and “Poison” type, with both holding equal weight. This causes discrepancies like we see above, where some types are missing from the Type.2 table and the Type.1 table . We will have to modify the table ourselves to make this work.


Since we will most likely have to do this for every generation, lets make a function that fills in the missing “types” and returns one vector with the combined values for both Type.1 and Type.2

# this function will help us combine the two Type tables int o one table with all unique types from both Type.1 and Type.2, as well as add up duplicates


combineTypeTblByGen = function(generation){
  
  # merging the table of Type.1 and Type.2 for the generation
  mergedTypeTable = merge(table(Pokemon$Type.1[which(Pokemon$Generation == generation)]), table(Pokemon$Type.2[which(Pokemon$Generation == generation)])[-1], all= TRUE)
  
  
  # vector version of the merged tables above
  typeVec = mergedTypeTable[[2]]
  names(typeVec) = mergedTypeTable[[1]]
  
  
  
  # for loop that adds up the repeat values for the types, and then removes the duplicate name+value from the vector
  len = length(typeVec) - 1
  for(i in 1:len){
  
    if(i >= length(typeVec)){break}
  
    else if(names(typeVec[i]) == names(typeVec[i + 1])){

      typeVec[i+1] = typeVec[i] + typeVec[i+1]
      #print(typeVec[i])

      typeVec = typeVec[-c(i)]
  
    }

  }
  
  return(typeVec)
  
  
}


barplot(combineTypeTblByGen(1), las=2, main="Frequency of Types for Generation 1")

The plot above combines frequency of “types” in both Type1 and Type2 for generation 1, and because we have the function combineTypeTblByGen() we are able to replicate this for every other generation as well.


Since we have the combined tables for every generation, we can move on to comparing the generations by Type.

This next function will allow us to see how many of one specific type is in every generation. For example it will allow us to see the number of “Bug” types there are in generation 1 through 6.

# function takes in a character argument that represents a Pokemon Type and returns a vector of length 6, with each index representing the number of that type of pokemon are in that generation number

compareTypeAcrossGen = function(type){
  
  oneTypeAllGensVec = c()
  
  for(i in 1:6){
    
    #print(combineTypeTblByGen(i)[type])
    
    oneTypeAllGensVec[i] = combineTypeTblByGen(i)[type]
   
    
  }

  names(oneTypeAllGensVec) = c("Gen 1", "Gen 2", "Gen 3", "Gen 4", "Gen 5", "Gen 6")
  
  return(oneTypeAllGensVec)

}


compareTypeAcrossGen("Bug")
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    14    12    14    11    18     3
compareTypeAcrossGen("Dark")
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     1     8    13     7    16     3
barplot(compareTypeAcrossGen("Bug"), main="Frequency of Bug Types in Each Generation(Gen)", las=2, col = "lightgreen")

We have the comparisons across generations for individual types, but that doesn’t accomplish anything unless we want to create 18 different barplots. Instead lets use the plotly package to create an interactive barplot that shows the frequency of each type across the generations to get a broader understanding of the dataset.

typeByGenTraces[]
## [[1]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    14    12    14    11    18     3 
## 
## [[2]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     4     2    15     4    12     9 
## 
## [[3]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     9     9     5    12    12     3 
## 
## [[4]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     5     8     8     1     3    14 
## 
## [[5]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     9     2     9    10    17     4 
## 
## [[6]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    14    11     9     6    16     8 
## 
## [[7]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     4     1     8     9     9    15 
## 
## [[8]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    15    10    18    17    20    15 
## 
## [[9]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    14    11    16    12    12     2 
## 
## [[10]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     5     5     7     8     9     2 
## 
## [[11]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    24    15    18    18    19     4 
## 
## [[12]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    36     4     5     8     7     2 
## 
## [[13]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    18    10    28    10    16     8 
## 
## [[14]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    12     8    12     7    10     9 
## 
## [[15]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    35    18    31    15    18     9 
## 
## [[16]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     1     8    13     7    16     3 
## 
## [[17]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##    23    19    14    16    21     8 
## 
## [[18]]
## Gen 1 Gen 2 Gen 3 Gen 4 Gen 5 Gen 6 
##     2     3    12    12    12     5
q2FinalGraph

Lets do some Querying

library(DBI)
library(RSQLite)
## Warning: package 'RSQLite' was built under R version 4.4.3
drv = dbDriver("SQLite")

pokemonDatabase = dbConnect(drv, dbname = "./data/veekun-pokedex.sqlite")
dbExecute(pokemonDatabase, "PRAGMA foreign_keys = on")
## [1] 0
dbListTables(pokemonDatabase)
##   [1] "abilities"                          "ability_changelog"                 
##   [3] "ability_changelog_prose"            "ability_flavor_text"               
##   [5] "ability_names"                      "ability_prose"                     
##   [7] "berries"                            "berry_firmness"                    
##   [9] "berry_firmness_names"               "berry_flavors"                     
##  [11] "characteristic_text"                "characteristics"                   
##  [13] "conquest_episode_names"             "conquest_episode_warriors"         
##  [15] "conquest_episodes"                  "conquest_kingdom_names"            
##  [17] "conquest_kingdoms"                  "conquest_max_links"                
##  [19] "conquest_move_data"                 "conquest_move_displacement_prose"  
##  [21] "conquest_move_displacements"        "conquest_move_effect_prose"        
##  [23] "conquest_move_effects"              "conquest_move_range_prose"         
##  [25] "conquest_move_ranges"               "conquest_pokemon_abilities"        
##  [27] "conquest_pokemon_evolution"         "conquest_pokemon_moves"            
##  [29] "conquest_pokemon_stats"             "conquest_stat_names"               
##  [31] "conquest_stats"                     "conquest_transformation_pokemon"   
##  [33] "conquest_transformation_warriors"   "conquest_warrior_archetypes"       
##  [35] "conquest_warrior_names"             "conquest_warrior_rank_stat_map"    
##  [37] "conquest_warrior_ranks"             "conquest_warrior_skill_names"      
##  [39] "conquest_warrior_skills"            "conquest_warrior_specialties"      
##  [41] "conquest_warrior_stat_names"        "conquest_warrior_stats"            
##  [43] "conquest_warrior_transformation"    "conquest_warriors"                 
##  [45] "contest_combos"                     "contest_effect_prose"              
##  [47] "contest_effects"                    "contest_type_names"                
##  [49] "contest_types"                      "egg_group_prose"                   
##  [51] "egg_groups"                         "encounter_condition_prose"         
##  [53] "encounter_condition_value_map"      "encounter_condition_value_prose"   
##  [55] "encounter_condition_values"         "encounter_conditions"              
##  [57] "encounter_method_prose"             "encounter_methods"                 
##  [59] "encounter_slots"                    "encounters"                        
##  [61] "evolution_chains"                   "evolution_trigger_prose"           
##  [63] "evolution_triggers"                 "experience"                        
##  [65] "genders"                            "generation_names"                  
##  [67] "generations"                        "growth_rate_prose"                 
##  [69] "growth_rates"                       "item_categories"                   
##  [71] "item_category_prose"                "item_flag_map"                     
##  [73] "item_flag_prose"                    "item_flags"                        
##  [75] "item_flavor_summaries"              "item_flavor_text"                  
##  [77] "item_fling_effect_prose"            "item_fling_effects"                
##  [79] "item_game_indices"                  "item_names"                        
##  [81] "item_pocket_names"                  "item_pockets"                      
##  [83] "item_prose"                         "items"                             
##  [85] "language_names"                     "languages"                         
##  [87] "location_area_encounter_rates"      "location_area_prose"               
##  [89] "location_areas"                     "location_game_indices"             
##  [91] "location_names"                     "locations"                         
##  [93] "machines"                           "move_battle_style_prose"           
##  [95] "move_battle_styles"                 "move_changelog"                    
##  [97] "move_damage_class_prose"            "move_damage_classes"               
##  [99] "move_effect_changelog"              "move_effect_changelog_prose"       
## [101] "move_effect_prose"                  "move_effects"                      
## [103] "move_flag_map"                      "move_flag_prose"                   
## [105] "move_flags"                         "move_flavor_summaries"             
## [107] "move_flavor_text"                   "move_meta"                         
## [109] "move_meta_ailment_names"            "move_meta_ailments"                
## [111] "move_meta_categories"               "move_meta_category_prose"          
## [113] "move_meta_stat_changes"             "move_names"                        
## [115] "move_target_prose"                  "move_targets"                      
## [117] "moves"                              "nature_battle_style_preferences"   
## [119] "nature_names"                       "nature_pokeathlon_stats"           
## [121] "natures"                            "pal_park"                          
## [123] "pal_park_area_names"                "pal_park_areas"                    
## [125] "pokeathlon_stat_names"              "pokeathlon_stats"                  
## [127] "pokedex_prose"                      "pokedex_version_groups"            
## [129] "pokedexes"                          "pokemon"                           
## [131] "pokemon_abilities"                  "pokemon_color_names"               
## [133] "pokemon_colors"                     "pokemon_dex_numbers"               
## [135] "pokemon_egg_groups"                 "pokemon_evolution"                 
## [137] "pokemon_form_generations"           "pokemon_form_names"                
## [139] "pokemon_form_pokeathlon_stats"      "pokemon_forms"                     
## [141] "pokemon_game_indices"               "pokemon_habitat_names"             
## [143] "pokemon_habitats"                   "pokemon_items"                     
## [145] "pokemon_move_method_prose"          "pokemon_move_methods"              
## [147] "pokemon_moves"                      "pokemon_shape_prose"               
## [149] "pokemon_shapes"                     "pokemon_species"                   
## [151] "pokemon_species_flavor_summaries"   "pokemon_species_flavor_text"       
## [153] "pokemon_species_names"              "pokemon_species_prose"             
## [155] "pokemon_stats"                      "pokemon_types"                     
## [157] "region_names"                       "regions"                           
## [159] "stat_names"                         "stats"                             
## [161] "super_contest_combos"               "super_contest_effect_prose"        
## [163] "super_contest_effects"              "type_efficacy"                     
## [165] "type_game_indices"                  "type_names"                        
## [167] "types"                              "version_group_pokemon_move_methods"
## [169] "version_group_regions"              "version_groups"                    
## [171] "version_names"                      "versions"

This database and tables needs to be “cleaned” or organized into the information that I actually need –> practice organizing and putting data togehter with joins
Questions to ask/analyze:
how has the stats fro certain types changed over the course of the generartions?
is this change significant?

Goal 1: Create a table/df with all relevant info like pokemon speciest, pokedex number, stats, moves, pokedex flavor text, habitat, strengths and weaknesses, enocunters, locations, abilities

Goal 2:

Pokedex app? image, stats, and reads pokedex entry? check normality for stats by type

hypothesis: flying types are significantly faster than ground, check?

Research Question 3: How does each individual stat vary across the different types.

When I think of flying type Pokemon, I imagine fast aerial predators, so naturally you would think that their speed stat is significantly higher than that of ground/rock types that are usually large boulders and giants. But do the stats, get it?, actually back this up? Lets Find Out!

Step 1: get a data frame with every flying type and their speed stat and every ground type and their speed stat

Lets build this dataframe step by step.
Step 1a: get a dataframe with every Pokemon and its speed stat

dbGetQuery(pokemonDatabase, 
           "PRAGMA FOREIGN_KEY_LIST(pokemon_stats)")
##   id seq   table       from to on_update on_delete match
## 1  0   0   stats    stat_id id NO ACTION NO ACTION  NONE
## 2  1   0 pokemon pokemon_id id NO ACTION NO ACTION  NONE
dbGetQuery(pokemonDatabase, "
           SELECT pokemon_id, identifier, base_stat
           FROM pokemon_stats INNER JOIN stats
           ON pokemon_stats.stat_id = stats.id
           WHERE identifier = 'speed'
           LIMIT 20")
##    pokemon_id identifier base_stat
## 1           1      speed        45
## 2           2      speed        60
## 3           3      speed        80
## 4           4      speed        65
## 5           5      speed        80
## 6           6      speed       100
## 7           7      speed        43
## 8           8      speed        58
## 9           9      speed        78
## 10         10      speed        45
## 11         11      speed        30
## 12         12      speed        70
## 13         13      speed        50
## 14         14      speed        35
## 15         15      speed        75
## 16         16      speed        56
## 17         17      speed        71
## 18         18      speed       101
## 19         19      speed        72
## 20         20      speed        97

Step 1b: dataframe with every pokemon’s type

# dbGetQuery(pokemonDatabase, "
#            SELECT *
#            FROM pokemon_types")
# 
# dbGetQuery(pokemonDatabase, "
#            PRAGMA FOREIGN_KEY_LIST(pokemon_types)")
# 
# dbGetQuery(pokemonDatabase, "
#            SELECT *
#            FROM types")
dbGetQuery(pokemonDatabase, "
           PRAGMA FOREIGN_KEY_LIST(pokemon_types)
           ")  
##   id seq   table       from to on_update on_delete match
## 1  0   0   types    type_id id NO ACTION NO ACTION  NONE
## 2  1   0 pokemon pokemon_id id NO ACTION NO ACTION  NONE
dbGetQuery(pokemonDatabase, "
           SELECT pokemon_id, slot, identifier as TYPE
           FROM pokemon_types INNER JOIN types
           ON pokemon_types.type_id = types.id
          LIMIT 20")
##    pokemon_id slot   TYPE
## 1           1    1  grass
## 2           1    2 poison
## 3           2    1  grass
## 4           2    2 poison
## 5           3    1  grass
## 6           3    2 poison
## 7           4    1   fire
## 8           5    1   fire
## 9           6    1   fire
## 10          6    2 flying
## 11          7    1  water
## 12          8    1  water
## 13          9    1  water
## 14         10    1    bug
## 15         11    1    bug
## 16         12    1    bug
## 17         12    2 flying
## 18         13    1    bug
## 19         13    2 poison
## 20         14    1    bug

Step 1c: Now that we have two dataframes with every pokemon and its speed stat and another with every Pokemon and its type, we need a dataframe that combines these two.

# initial query with all required columns
dbGetQuery(pokemonDatabase, "
           SELECT pokemon.id, pokemon.identifier, pokemon_types.pokemon_id, pokemon_types.type_id, types.identifier, pokemon_stats.stat_id, pokemon_stats.base_stat, stats.identifier
           
           FROM pokemon_types

           INNER JOIN pokemon ON pokemon_types.pokemon_id = pokemon.id
           INNER JOIN types ON pokemon_types.type_id = types.id
           INNER JOIN pokemon_stats ON pokemon_stats.pokemon_id = pokemon.id
           INNER JOIN stats ON pokemon_stats.stat_id = stats.id
           LIMIT 20
           ")
##    id identifier pokemon_id type_id identifier stat_id base_stat
## 1   1  bulbasaur          1      12      grass       1        45
## 2   1  bulbasaur          1      12      grass       2        49
## 3   1  bulbasaur          1      12      grass       3        49
## 4   1  bulbasaur          1      12      grass       4        65
## 5   1  bulbasaur          1      12      grass       5        65
## 6   1  bulbasaur          1      12      grass       6        45
## 7   1  bulbasaur          1       4     poison       1        45
## 8   1  bulbasaur          1       4     poison       2        49
## 9   1  bulbasaur          1       4     poison       3        49
## 10  1  bulbasaur          1       4     poison       4        65
## 11  1  bulbasaur          1       4     poison       5        65
## 12  1  bulbasaur          1       4     poison       6        45
## 13  2    ivysaur          2      12      grass       1        60
## 14  2    ivysaur          2      12      grass       2        62
## 15  2    ivysaur          2      12      grass       3        63
## 16  2    ivysaur          2      12      grass       4        80
## 17  2    ivysaur          2      12      grass       5        80
## 18  2    ivysaur          2      12      grass       6        60
## 19  2    ivysaur          2       4     poison       1        60
## 20  2    ivysaur          2       4     poison       2        62
##         identifier
## 1               hp
## 2           attack
## 3          defense
## 4   special-attack
## 5  special-defense
## 6            speed
## 7               hp
## 8           attack
## 9          defense
## 10  special-attack
## 11 special-defense
## 12           speed
## 13              hp
## 14          attack
## 15         defense
## 16  special-attack
## 17 special-defense
## 18           speed
## 19              hp
## 20          attack

Save the dataframe so that we can do statistics on it with R

# cleaned up query with all required info for flying and ground type pokemon
flynGrndSPD_df = dbGetQuery(pokemonDatabase, "
           SELECT pokemon.identifier AS name, types.identifier AS type, stats.identifier AS stat_name, pokemon_stats.base_stat
           
           FROM pokemon_types

           INNER JOIN pokemon ON pokemon_types.pokemon_id = pokemon.id
           INNER JOIN types ON pokemon_types.type_id = types.id
           INNER JOIN pokemon_stats ON pokemon_stats.pokemon_id = pokemon.id
           INNER JOIN stats ON pokemon_stats.stat_id = stats.id
            
           WHERE stat_name LIKE 'speed' AND (type LIKE 'flying' OR type LIKE 'ground')
           
           ")

# data frame with flying types and their speed stats
flyingSpeeds = flynGrndSPD_df[which(flynGrndSPD_df$type == "flying"), ]

# data frame with ground types and their speed stats
groundSpeeds = flynGrndSPD_df[which(flynGrndSPD_df$type == "ground"), ]

flynGrndSPD_df
##                    name   type stat_name base_stat
## 1             charizard flying     speed       100
## 2            butterfree flying     speed        70
## 3                pidgey flying     speed        56
## 4             pidgeotto flying     speed        71
## 5               pidgeot flying     speed       101
## 6               spearow flying     speed        70
## 7                fearow flying     speed       100
## 8             sandshrew ground     speed        40
## 9             sandslash ground     speed        65
## 10            nidoqueen ground     speed        76
## 11             nidoking ground     speed        85
## 12                zubat flying     speed        55
## 13               golbat flying     speed        90
## 14              diglett ground     speed        95
## 15              dugtrio ground     speed       120
## 16              geodude ground     speed        20
## 17             graveler ground     speed        35
## 18                golem ground     speed        45
## 19            farfetchd flying     speed        60
## 20                doduo flying     speed        75
## 21               dodrio flying     speed       100
## 22                 onix ground     speed        70
## 23               cubone ground     speed        35
## 24              marowak ground     speed        45
## 25              rhyhorn ground     speed        25
## 26               rhydon ground     speed        40
## 27              scyther flying     speed       105
## 28             gyarados flying     speed        81
## 29           aerodactyl flying     speed       130
## 30             articuno flying     speed        85
## 31               zapdos flying     speed       100
## 32              moltres flying     speed        90
## 33            dragonite flying     speed        80
## 34             hoothoot flying     speed        50
## 35              noctowl flying     speed        70
## 36               ledyba flying     speed        55
## 37               ledian flying     speed        85
## 38               crobat flying     speed       130
## 39              togetic flying     speed        40
## 40                 natu flying     speed        70
## 41                 xatu flying     speed        95
## 42               hoppip flying     speed        50
## 43             skiploom flying     speed        80
## 44             jumpluff flying     speed       110
## 45                yanma flying     speed        95
## 46               wooper ground     speed        15
## 47             quagsire ground     speed        35
## 48              murkrow flying     speed        91
## 49               gligar ground     speed        85
## 50               gligar flying     speed        85
## 51              steelix ground     speed        30
## 52               swinub ground     speed        50
## 53            piloswine ground     speed        50
## 54             delibird flying     speed        75
## 55              mantine flying     speed        70
## 56             skarmory flying     speed        70
## 57               phanpy ground     speed        40
## 58              donphan ground     speed        50
## 59             larvitar ground     speed        41
## 60              pupitar ground     speed        51
## 61                lugia flying     speed       110
## 62                ho-oh flying     speed        90
## 63            marshtomp ground     speed        50
## 64             swampert ground     speed        60
## 65            beautifly flying     speed        65
## 66              taillow flying     speed        85
## 67              swellow flying     speed       125
## 68              wingull flying     speed        85
## 69             pelipper flying     speed        65
## 70           masquerain flying     speed        60
## 71              nincada ground     speed        40
## 72              ninjask flying     speed       160
## 73                numel ground     speed        35
## 74             camerupt ground     speed        40
## 75             trapinch ground     speed        10
## 76              vibrava ground     speed        70
## 77               flygon ground     speed       100
## 78               swablu flying     speed        50
## 79              altaria flying     speed        80
## 80             barboach ground     speed        60
## 81             whiscash ground     speed        60
## 82               baltoy ground     speed        55
## 83              claydol ground     speed        75
## 84              tropius flying     speed        51
## 85            salamence flying     speed       100
## 86              groudon ground     speed        90
## 87             rayquaza flying     speed        95
## 88             torterra ground     speed        56
## 89               starly flying     speed        60
## 90             staravia flying     speed        80
## 91            staraptor flying     speed       100
## 92               mothim flying     speed        66
## 93               combee flying     speed        70
## 94            vespiquen flying     speed        40
## 95            gastrodon ground     speed        39
## 96             drifloon flying     speed        70
## 97             drifblim flying     speed        80
## 98            honchkrow flying     speed        71
## 99               chatot flying     speed        91
## 100               gible ground     speed        42
## 101              gabite ground     speed        82
## 102            garchomp ground     speed       102
## 103          hippopotas ground     speed        32
## 104           hippowdon ground     speed        47
## 105             mantyke flying     speed        50
## 106           rhyperior ground     speed        40
## 107            togekiss flying     speed        80
## 108             yanmega flying     speed        95
## 109             gliscor ground     speed        95
## 110             gliscor flying     speed        95
## 111           mamoswine ground     speed        80
## 112              pidove flying     speed        43
## 113           tranquill flying     speed        65
## 114            unfezant flying     speed        93
## 115              woobat flying     speed        72
## 116             swoobat flying     speed       114
## 117             drilbur ground     speed        68
## 118           excadrill ground     speed        88
## 119           palpitoad ground     speed        69
## 120          seismitoad ground     speed        74
## 121             sandile ground     speed        65
## 122            krokorok ground     speed        74
## 123          krookodile ground     speed        92
## 124            sigilyph flying     speed        97
## 125              archen flying     speed        70
## 126            archeops flying     speed       110
## 127            ducklett flying     speed        55
## 128              swanna flying     speed        98
## 129              emolga flying     speed       103
## 130            stunfisk ground     speed        32
## 131              golett ground     speed        35
## 132              golurk ground     speed        55
## 133             rufflet flying     speed        60
## 134            braviary flying     speed        80
## 135             vullaby flying     speed        60
## 136           mandibuzz flying     speed        80
## 137  tornadus-incarnate flying     speed       111
## 138 thundurus-incarnate flying     speed       111
## 139  landorus-incarnate ground     speed       101
## 140  landorus-incarnate flying     speed       101
## 141           diggersby ground     speed        78
## 142          fletchling flying     speed        62
## 143         fletchinder flying     speed        84
## 144          talonflame flying     speed       126
## 145            vivillon flying     speed        89
## 146            hawlucha flying     speed       118
## 147              noibat flying     speed        55
## 148             noivern flying     speed       123
## 149             yveltal flying     speed        99
## 150             zygarde ground     speed        95
## 151      wormadam-sandy ground     speed        36
## 152         shaymin-sky flying     speed       127
## 153           rotom-fan flying     speed        86
## 154    tornadus-therian flying     speed       121
## 155   thundurus-therian flying     speed       101
## 156    landorus-therian ground     speed        91
## 157    landorus-therian flying     speed        91
## 158    charizard-mega-y flying     speed       100
## 159         pinsir-mega flying     speed       105
## 160     aerodactyl-mega flying     speed       150
## 161       garchomp-mega ground     speed        92
## 162       swampert-mega ground     speed        70
## 163        steelix-mega ground     speed        30
## 164        pidgeot-mega flying     speed       121
## 165      groudon-primal ground     speed        90
## 166       rayquaza-mega flying     speed       115
## 167       camerupt-mega ground     speed        20
## 168      salamence-mega flying     speed       120

In order to figure out what hypothesis test to choose, lets figure out if our data follows a normal distribution.

hist(flyingSpeeds$base_stat, main = "Flying Type Speed Distribution", xlab = "Speed stat")

hist(groundSpeeds$base_stat, main = "Ground Type Speed Distribution", xlab = "Speed stat")

qqnorm(flyingSpeeds$base_stat, main  = "Normal Q-Q Plot for Flying Types")
qqline(flyingSpeeds$base_stat, col = "red")

qqnorm(groundSpeeds$base_stat, main  = "Normal Q-Q Plot for Ground Types")
qqline(groundSpeeds$base_stat, col = "red")

While the data doesnt appear to be normal, it helps to do a formal test to make sure that we are making an accurate interpretation of our data that isnt solely reliant on visuals.
In order to do that, we’ll conduct a Shapiro Wilk Test on a random sample from both groups.

First we need to take random samples from both groups with sample size n = 30.

flySpeedSample = sample(groundSpeeds$base_stat, 30, replace = TRUE)
grndSpeedSample = sample(flyingSpeeds$base_stat, 30, replace = TRUE)

Then we can use R’s built in function for the Shapiro test for normality.

shapiro.test(flySpeedSample)
## 
##  Shapiro-Wilk normality test
## 
## data:  flySpeedSample
## W = 0.91445, p-value = 0.0193
shapiro.test(grndSpeedSample)
## 
##  Shapiro-Wilk normality test
## 
## data:  grndSpeedSample
## W = 0.94422, p-value = 0.1182

Lets interpret these results: For info, the Shapiro Wilk test is a hypothesis test where the null hypothesis is that a random sample comes from a normally distributed dataset.

The W statistic is the result of the Shapiro Wilk Test, which measures how close the sample matches a normal distribution, with 1 being normal and 0 being not normal. The P value determines if we can reject the null hypothesis that the sample comes from a normally distributed dataset. If the p value result is <= 0.05, we can reject the null hypothesis, however if the p value result is > 0.05 we are unable to reject the null hypothesis that the random sample comes from a normally distributed dataset.

However, we encounter a problem. Depending on the random sample, the samples either fail or pass the test. We want to see if it is passing this test a reliable number of times. So lets build a function that does the shapiro wilk test on the 100 different samples, and if 95% of them are passing, we can reasonable say that they pass the shapiro wilk test.

shapiroSample = function(dataset, reps, sampleSize){
  

  pass_vec = c()
  for(i in 1:reps){
    sample = sample(dataset, sampleSize, replace = TRUE)
    outcome = shapiro.test(sample)
    
    # checks to see if this sample rejects the null hypothesis or not
    # if it does adds a 0 for fail, and if not adds a 1 for pass
    
    if(outcome[2] > 0.05){pass_vec[i] = 1}
    else if(outcome[2] <= 0.05){pass_vec[i] = 0}
    
  }
  
  return(pass_vec)
}

Now lets execute this function for our data.

mean(shapiroSample(flyingSpeeds$base_stat, 100, 30))
## [1] 0.87
mean(shapiroSample(groundSpeeds$base_stat, 100, 30))
## [1] 0.61

Since the percentage of samples out of 100 that pass the Shapiro Wilk test are nowhere close to 95% for both flying and ground types, we can say that our data is not normally distributed.

So what do we do now?
We need to find an appropriate statistical test that will give us the findings we are looking for without normality of the data being a requirement.

NOTE: USE VIEWS IF THERE IS A QUERY YOU NEED TO KEEP MAKING

What insight do we gain from the existence/nonexistence of a relationship between base stats and abilities?

Step 1: Lets query to get a dataframe with Pokemon, their name, their abilities, and their base stat totals.

# querying the relations that have the fields for the final data frame

dbGetQuery(pokemonDatabase, "PRAGMA FOREIGN_KEY_LIST(pokemon_abilities)")
##   id seq     table       from to on_update on_delete match
## 1  0   0 abilities ability_id id NO ACTION NO ACTION  NONE
## 2  1   0   pokemon pokemon_id id NO ACTION NO ACTION  NONE
dbGetQuery(pokemonDatabase, "
           SELECT *
           FROM pokemon_abilities
           ")
##      pokemon_id ability_id is_hidden slot
## 1             1         65         0    1
## 2             1         34         1    3
## 3             2         65         0    1
## 4             2         34         1    3
## 5             3         65         0    1
## 6             3         34         1    3
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## 1686        693        178         0    1
## 1687        694         87         0    1
## 1688        694          8         0    2
## 1689        694         94         1    3
## 1690        695         87         0    1
## 1691        695          8         0    2
## 1692        695         94         1    3
## 1693        696        173         0    1
## 1694        696          5         1    3
## 1695        697        173         0    1
## 1696        697         69         1    3
## 1697        698        174         0    1
## 1698        698        117         1    3
## 1699        699        174         0    1
## 1700        699        117         1    3
## 1701        700         56         0    1
## 1702        700        182         1    3
## 1703        701          7         0    1
## 1704        701         84         0    2
## 1705        701        104         1    3
## 1706        702        167         0    1
## 1707        702         53         0    2
## 1708        702         57         1    3
## 1709        703         29         0    1
## 1710        703          5         1    3
## 1711        704        157         0    1
## 1712        704         93         0    2
## 1713        704        183         1    3
## 1714        705        157         0    1
## 1715        705         93         0    2
## 1716        705        183         1    3
## 1717        706        157         0    1
## 1718        706         93         0    2
## 1719        706        183         1    3
## 1720        707        158         0    1
## 1721        707        170         1    3
## 1722        708         30         0    1
## 1723        708        119         0    2
## 1724        708        139         1    3
## 1725        709         30         0    1
## 1726        709        119         0    2
## 1727        709        139         1    3
## 1728        710         53         0    1
## 1729        710        119         0    2
## 1730        710         15         1    3
## 1731        711         53         0    1
## 1732        711        119         0    2
## 1733        711         15         1    3
## 1734        712         20         0    1
## 1735        712        115         0    2
## 1736        712          5         1    3
## 1737        713         20         0    1
## 1738        713        115         0    2
## 1739        713          5         1    3
## 1740        714        119         0    1
## 1741        714        151         0    2
## 1742        714        140         1    3
## 1743        715        119         0    1
## 1744        715        151         0    2
## 1745        715        140         1    3
## 1746        716        187         0    1
## 1747        717        186         0    1
## 1748        718        188         0    1
## 1749        719         29         0    1
## 1750        720        170         0    1
## 1751        721         11         0    1
## 1752      10001         46         0    1
## 1753      10002         46         0    1
## 1754      10003         46         0    1
## 1755      10004        107         0    1
## 1756      10004        142         1    3
## 1757      10005        107         0    1
## 1758      10005        142         1    3
## 1759      10006         32         0    1
## 1760      10007         26         0    1
## 1761      10008         26         0    1
## 1762      10009         26         0    1
## 1763      10010         26         0    1
## 1764      10011         26         0    1
## 1765      10012         26         0    1
## 1766      10013         59         0    1
## 1767      10014         59         0    1
## 1768      10015         59         0    1
## 1769      10016         69         0    1
## 1770      10016         91         0    2
## 1771      10016        104         1    3
## 1772      10017        125         0    1
## 1773      10017        161         1    3
## 1774      10018         32         0    1
## 1775      10019        144         0    1
## 1776      10020         10         0    1
## 1777      10021         22         0    1
## 1778      10022        164         0    1
## 1779      10023        163         0    1
## 1780      10024        154         0    1
## 1781      10025         51         0    1
## 1782      10025        151         0    2
## 1783      10025        172         1    3
## 1784      10026        176         0    1
## 1785      10027         53         0    1
## 1786      10027        119         0    2
## 1787      10027         15         1    3
## 1788      10028         53         0    1
## 1789      10028        119         0    2
## 1790      10028         15         1    3
## 1791      10029         53         0    1
## 1792      10029        119         0    2
## 1793      10029         15         1    3
## 1794      10030         53         0    1
## 1795      10030        119         0    2
## 1796      10030         15         1    3
## 1797      10031         53         0    1
## 1798      10031        119         0    2
## 1799      10031         15         1    3
## 1800      10032         53         0    1
## 1801      10032        119         0    2
## 1802      10032         15         1    3
## 1803      10033         47         0    1
## 1804      10034        181         0    1
## 1805      10035         70         0    1
## 1806      10036        178         0    1
## 1807      10037         36         0    1
## 1808      10038         23         0    1
## 1809      10039        185         0    1
## 1810      10040        184         0    1
## 1811      10041        104         0    1
## 1812      10042        181         0    1
## 1813      10043         80         0    1
## 1814      10044         15         0    1
## 1815      10045        104         0    1
## 1816      10046        101         0    1
## 1817      10047         92         0    1
## 1818      10048         94         0    1
## 1819      10049         45         0    1
## 1820      10050          3         0    1
## 1821      10051        182         0    1
## 1822      10052         37         0    1
## 1823      10053        111         0    1
## 1824      10054         74         0    1
## 1825      10055         22         0    1
## 1826      10056        158         0    1
## 1827      10057        156         0    1
## 1828      10058        159         0    1
## 1829      10059         91         0    1
## 1830      10060        117         0    1
## 1831      10061        166         0    1
## 1832      10061        180         1    3
## 1833      10062         26         0    1
## 1834      10063         26         0    1
## 1835      10064         33         0    1
## 1836      10065         31         0    1
## 1837      10066        156         0    1
## 1838      10067        182         0    1
## 1839      10068         39         0    1
## 1840      10069        131         0    1
## 1841      10070        173         0    1
## 1842      10071         75         0    1
## 1843      10072        159         0    1
## 1844      10073         99         0    1
## 1845      10074        174         0    1
## 1846      10075        156         0    1
## 1847      10076        181         0    1
## 1848      10077        189         0    1
## 1849      10078        190         0    1
## 1850      10079        191         0    1
## 1851      10080          9         0    1
## 1852      10080         31         1    3
## 1853      10081          9         0    1
## 1854      10081         31         1    3
## 1855      10082          9         0    1
## 1856      10082         31         1    3
## 1857      10083          9         0    1
## 1858      10083         31         1    3
## 1859      10084          9         0    1
## 1860      10084         31         1    3
## 1861      10085          9         0    1
## 1862      10085         31         1    3
## 1863      10086        170         0    1
## 1864      10087        125         0    1
## 1865      10088        113         0    1
## 1866      10089        184         0    1
## 1867      10090         91         0    1
dbGetQuery(pokemonDatabase, "
           SELECT *
           FROM abilities")
##        id     identifier generation_id is_main_series
## 1       1         stench             3              1
## 2       2        drizzle             3              1
## 3       3    speed-boost             3              1
## 4       4   battle-armor             3              1
## 5       5         sturdy             3              1
## 6       6           damp             3              1
## 7       7         limber             3              1
## 8       8      sand-veil             3              1
## 9       9         static             3              1
## 10     10    volt-absorb             3              1
## 11     11   water-absorb             3              1
## 12     12      oblivious             3              1
## 13     13     cloud-nine             3              1
## 14     14  compound-eyes             3              1
## 15     15       insomnia             3              1
## 16     16   color-change             3              1
## 17     17       immunity             3              1
## 18     18     flash-fire             3              1
## 19     19    shield-dust             3              1
## 20     20      own-tempo             3              1
## 21     21   suction-cups             3              1
## 22     22     intimidate             3              1
## 23     23     shadow-tag             3              1
## 24     24     rough-skin             3              1
## 25     25   wonder-guard             3              1
## 26     26       levitate             3              1
## 27     27   effect-spore             3              1
## 28     28    synchronize             3              1
## 29     29     clear-body             3              1
## 30     30   natural-cure             3              1
## 31     31  lightning-rod             3              1
## 32     32   serene-grace             3              1
## 33     33     swift-swim             3              1
## 34     34    chlorophyll             3              1
## 35     35     illuminate             3              1
## 36     36          trace             3              1
## 37     37     huge-power             3              1
## 38     38   poison-point             3              1
## 39     39    inner-focus             3              1
## 40     40    magma-armor             3              1
## 41     41     water-veil             3              1
## 42     42    magnet-pull             3              1
## 43     43     soundproof             3              1
## 44     44      rain-dish             3              1
## 45     45    sand-stream             3              1
## 46     46       pressure             3              1
## 47     47      thick-fat             3              1
## 48     48     early-bird             3              1
## 49     49     flame-body             3              1
## 50     50       run-away             3              1
## 51     51       keen-eye             3              1
## 52     52   hyper-cutter             3              1
## 53     53         pickup             3              1
## 54     54         truant             3              1
## 55     55         hustle             3              1
## 56     56     cute-charm             3              1
## 57     57           plus             3              1
## 58     58          minus             3              1
## 59     59       forecast             3              1
## 60     60    sticky-hold             3              1
## 61     61      shed-skin             3              1
## 62     62           guts             3              1
## 63     63   marvel-scale             3              1
## 64     64    liquid-ooze             3              1
## 65     65       overgrow             3              1
## 66     66          blaze             3              1
## 67     67        torrent             3              1
## 68     68          swarm             3              1
## 69     69      rock-head             3              1
## 70     70        drought             3              1
## 71     71     arena-trap             3              1
## 72     72   vital-spirit             3              1
## 73     73    white-smoke             3              1
## 74     74     pure-power             3              1
## 75     75    shell-armor             3              1
## 76     76       air-lock             3              1
## 77     77   tangled-feet             4              1
## 78     78    motor-drive             4              1
## 79     79        rivalry             4              1
## 80     80      steadfast             4              1
## 81     81     snow-cloak             4              1
## 82     82       gluttony             4              1
## 83     83    anger-point             4              1
## 84     84       unburden             4              1
## 85     85      heatproof             4              1
## 86     86         simple             4              1
## 87     87       dry-skin             4              1
## 88     88       download             4              1
## 89     89      iron-fist             4              1
## 90     90    poison-heal             4              1
## 91     91   adaptability             4              1
## 92     92     skill-link             4              1
## 93     93      hydration             4              1
## 94     94    solar-power             4              1
## 95     95     quick-feet             4              1
## 96     96      normalize             4              1
## 97     97         sniper             4              1
## 98     98    magic-guard             4              1
## 99     99       no-guard             4              1
## 100   100          stall             4              1
## 101   101     technician             4              1
## 102   102     leaf-guard             4              1
## 103   103          klutz             4              1
## 104   104   mold-breaker             4              1
## 105   105     super-luck             4              1
## 106   106      aftermath             4              1
## 107   107   anticipation             4              1
## 108   108       forewarn             4              1
## 109   109        unaware             4              1
## 110   110    tinted-lens             4              1
## 111   111         filter             4              1
## 112   112     slow-start             4              1
## 113   113        scrappy             4              1
## 114   114    storm-drain             4              1
## 115   115       ice-body             4              1
## 116   116     solid-rock             4              1
## 117   117   snow-warning             4              1
## 118   118   honey-gather             4              1
## 119   119          frisk             4              1
## 120   120       reckless             4              1
## 121   121      multitype             4              1
## 122   122    flower-gift             4              1
## 123   123     bad-dreams             4              1
## 124   124     pickpocket             5              1
## 125   125    sheer-force             5              1
## 126   126       contrary             5              1
## 127   127        unnerve             5              1
## 128   128        defiant             5              1
## 129   129      defeatist             5              1
## 130   130    cursed-body             5              1
## 131   131         healer             5              1
## 132   132   friend-guard             5              1
## 133   133     weak-armor             5              1
## 134   134    heavy-metal             5              1
## 135   135    light-metal             5              1
## 136   136     multiscale             5              1
## 137   137    toxic-boost             5              1
## 138   138    flare-boost             5              1
## 139   139        harvest             5              1
## 140   140      telepathy             5              1
## 141   141          moody             5              1
## 142   142       overcoat             5              1
## 143   143   poison-touch             5              1
## 144   144    regenerator             5              1
## 145   145      big-pecks             5              1
## 146   146      sand-rush             5              1
## 147   147    wonder-skin             5              1
## 148   148       analytic             5              1
## 149   149       illusion             5              1
## 150   150       imposter             5              1
## 151   151    infiltrator             5              1
## 152   152          mummy             5              1
## 153   153          moxie             5              1
## 154   154      justified             5              1
## 155   155        rattled             5              1
## 156   156   magic-bounce             5              1
## 157   157     sap-sipper             5              1
## 158   158      prankster             5              1
## 159   159     sand-force             5              1
## 160   160     iron-barbs             5              1
## 161   161       zen-mode             5              1
## 162   162   victory-star             5              1
## 163   163     turboblaze             5              1
## 164   164       teravolt             5              1
## 165   165     aroma-veil             6              1
## 166   166    flower-veil             6              1
## 167   167    cheek-pouch             6              1
## 168   168        protean             6              1
## 169   169       fur-coat             6              1
## 170   170       magician             6              1
## 171   171    bulletproof             6              1
## 172   172    competitive             6              1
## 173   173     strong-jaw             6              1
## 174   174    refrigerate             6              1
## 175   175     sweet-veil             6              1
## 176   176  stance-change             6              1
## 177   177     gale-wings             6              1
## 178   178  mega-launcher             6              1
## 179   179     grass-pelt             6              1
## 180   180      symbiosis             6              1
## 181   181    tough-claws             6              1
## 182   182       pixilate             6              1
## 183   183          gooey             6              1
## 184   184       aerilate             6              1
## 185   185  parental-bond             6              1
## 186   186      dark-aura             6              1
## 187   187     fairy-aura             6              1
## 188   188     aura-break             6              1
## 189   189 primordial-sea             6              1
## 190   190  desolate-land             6              1
## 191   191   delta-stream             6              1
## 192 10001    mountaineer             5              0
## 193 10002     wave-rider             5              0
## 194 10003         skater             5              0
## 195 10004         thrust             5              0
## 196 10005     perception             5              0
## 197 10006          parry             5              0
## 198 10007       instinct             5              0
## 199 10008          dodge             5              0
## 200 10009    jagged-edge             5              0
## 201 10010      frostbite             5              0
## 202 10011       tenacity             5              0
## 203 10012          pride             5              0
## 204 10013     deep-sleep             5              0
## 205 10014      power-nap             5              0
## 206 10015         spirit             5              0
## 207 10016   warm-blanket             5              0
## 208 10017           gulp             5              0
## 209 10018      herbivore             5              0
## 210 10019        sandpit             5              0
## 211 10020    hot-blooded             5              0
## 212 10021          medic             5              0
## 213 10022     life-force             5              0
## 214 10023       lunchbox             5              0
## 215 10024          nurse             5              0
## 216 10025          melee             5              0
## 217 10026         sponge             5              0
## 218 10027      bodyguard             5              0
## 219 10028           hero             5              0
## 220 10029   last-bastion             5              0
## 221 10030        stealth             5              0
## 222 10031       vanguard             5              0
## 223 10032          nomad             5              0
## 224 10033       sequence             5              0
## 225 10034    grass-cloak             5              0
## 226 10035      celebrate             5              0
## 227 10036        lullaby             5              0
## 228 10037        calming             5              0
## 229 10038           daze             5              0
## 230 10039       frighten             5              0
## 231 10040   interference             5              0
## 232 10041     mood-maker             5              0
## 233 10042     confidence             5              0
## 234 10043        fortune             5              0
## 235 10044        bonanza             5              0
## 236 10045        explode             5              0
## 237 10046     omnipotent             5              0
## 238 10047          share             5              0
## 239 10048     black-hole             5              0
## 240 10049    shadow-dash             5              0
## 241 10050         sprint             5              0
## 242 10051        disgust             5              0
## 243 10052      high-rise             5              0
## 244 10053        climber             5              0
## 245 10054    flame-boost             5              0
## 246 10055     aqua-boost             5              0
## 247 10056         run-up             5              0
## 248 10057      conqueror             5              0
## 249 10058        shackle             5              0
## 250 10059          decoy             5              0
## 251 10060         shield             5              0
dbGetQuery(pokemonDatabase, "
           SELECT *
           FROM pokemon_stats")
##      pokemon_id stat_id base_stat effort
## 1             1       1        45      0
## 2             1       2        49      0
## 3             1       3        49      0
## 4             1       4        65      1
## 5             1       5        65      0
## 6             1       6        45      0
## 7             2       1        60      0
## 8             2       2        62      0
## 9             2       3        63      0
## 10            2       4        80      1
## 11            2       5        80      1
## 12            2       6        60      0
## 13            3       1        80      0
## 14            3       2        82      0
## 15            3       3        83      0
## 16            3       4       100      2
## 17            3       5       100      1
## 18            3       6        80      0
## 19            4       1        39      0
## 20            4       2        52      0
## 21            4       3        43      0
## 22            4       4        60      0
## 23            4       5        50      0
## 24            4       6        65      1
## 25            5       1        58      0
## 26            5       2        64      0
## 27            5       3        58      0
## 28            5       4        80      1
## 29            5       5        65      0
## 30            5       6        80      1
## 31            6       1        78      0
## 32            6       2        84      0
## 33            6       3        78      0
## 34            6       4       109      3
## 35            6       5        85      0
## 36            6       6       100      0
## 37            7       1        44      0
## 38            7       2        48      0
## 39            7       3        65      1
## 40            7       4        50      0
## 41            7       5        64      0
## 42            7       6        43      0
## 43            8       1        59      0
## 44            8       2        63      0
## 45            8       3        80      1
## 46            8       4        65      0
## 47            8       5        80      1
## 48            8       6        58      0
## 49            9       1        79      0
## 50            9       2        83      0
## 51            9       3       100      0
## 52            9       4        85      0
## 53            9       5       105      3
## 54            9       6        78      0
## 55           10       1        45      1
## 56           10       2        30      0
## 57           10       3        35      0
## 58           10       4        20      0
## 59           10       5        20      0
## 60           10       6        45      0
## 61           11       1        50      0
## 62           11       2        20      0
## 63           11       3        55      2
## 64           11       4        25      0
## 65           11       5        25      0
## 66           11       6        30      0
## 67           12       1        60      0
## 68           12       2        45      0
## 69           12       3        50      0
## 70           12       4        90      2
## 71           12       5        80      1
## 72           12       6        70      0
## 73           13       1        40      0
## 74           13       2        35      0
## 75           13       3        30      0
## 76           13       4        20      0
## 77           13       5        20      0
## 78           13       6        50      1
## 79           14       1        45      0
## 80           14       2        25      0
## 81           14       3        50      2
## 82           14       4        25      0
## 83           14       5        25      0
## 84           14       6        35      0
## 85           15       1        65      0
## 86           15       2        90      2
## 87           15       3        40      0
## 88           15       4        45      0
## 89           15       5        80      1
## 90           15       6        75      0
## 91           16       1        40      0
## 92           16       2        45      0
## 93           16       3        40      0
## 94           16       4        35      0
## 95           16       5        35      0
## 96           16       6        56      1
## 97           17       1        63      0
## 98           17       2        60      0
## 99           17       3        55      0
## 100          17       4        50      0
## 101          17       5        50      0
## 102          17       6        71      2
## 103          18       1        83      0
## 104          18       2        80      0
## 105          18       3        75      0
## 106          18       4        70      0
## 107          18       5        70      0
## 108          18       6       101      3
## 109          19       1        30      0
## 110          19       2        56      0
## 111          19       3        35      0
## 112          19       4        25      0
## 113          19       5        35      0
## 114          19       6        72      1
## 115          20       1        55      0
## 116          20       2        81      0
## 117          20       3        60      0
## 118          20       4        50      0
## 119          20       5        70      0
## 120          20       6        97      2
## 121          21       1        40      0
## 122          21       2        60      0
## 123          21       3        30      0
## 124          21       4        31      0
## 125          21       5        31      0
## 126          21       6        70      1
## 127          22       1        65      0
## 128          22       2        90      0
## 129          22       3        65      0
## 130          22       4        61      0
## 131          22       5        61      0
## 132          22       6       100      2
## 133          23       1        35      0
## 134          23       2        60      1
## 135          23       3        44      0
## 136          23       4        40      0
## 137          23       5        54      0
## 138          23       6        55      0
## 139          24       1        60      0
## 140          24       2        85      2
## 141          24       3        69      0
## 142          24       4        65      0
## 143          24       5        79      0
## 144          24       6        80      0
## 145          25       1        35      0
## 146          25       2        55      0
## 147          25       3        40      0
## 148          25       4        50      0
## 149          25       5        50      0
## 150          25       6        90      2
## 151          26       1        60      0
## 152          26       2        90      0
## 153          26       3        55      0
## 154          26       4        90      0
## 155          26       5        80      0
## 156          26       6       110      3
## 157          27       1        50      0
## 158          27       2        75      0
## 159          27       3        85      1
## 160          27       4        20      0
## 161          27       5        30      0
## 162          27       6        40      0
## 163          28       1        75      0
## 164          28       2       100      0
## 165          28       3       110      2
## 166          28       4        45      0
## 167          28       5        55      0
## 168          28       6        65      0
## 169          29       1        55      1
## 170          29       2        47      0
## 171          29       3        52      0
## 172          29       4        40      0
## 173          29       5        40      0
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dbGetQuery(pokemonDatabase, "PRAGMA FOREIGN_KEY_LIST(pokemon_stats)")
##   id seq   table       from to on_update on_delete match
## 1  0   0   stats    stat_id id NO ACTION NO ACTION  NONE
## 2  1   0 pokemon pokemon_id id NO ACTION NO ACTION  NONE
# getting the total base stat of each pokemon
dbGetQuery(pokemonDatabase, "
           SELECT pokemon_id, SUM(base_stat)
           FROM pokemon_stats
           GROUP BY pokemon_id
           ")
##     pokemon_id SUM(base_stat)
## 1            1            318
## 2            2            405
## 3            3            525
## 4            4            309
## 5            5            405
## 6            6            534
## 7            7            314
## 8            8            405
## 9            9            530
## 10          10            195
## 11          11            205
## 12          12            395
## 13          13            195
## 14          14            205
## 15          15            395
## 16          16            251
## 17          17            349
## 18          18            479
## 19          19            253
## 20          20            413
## 21          21            262
## 22          22            442
## 23          23            288
## 24          24            438
## 25          25            320
## 26          26            485
## 27          27            300
## 28          28            450
## 29          29            275
## 30          30            365
## 31          31            505
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## 33          33            365
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## 37          37            299
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dbGetQuery(pokemonDatabase, "
           SELECT pokemon_abilities.pokemon_id, pokemon.identifier, pokemon_abilities.ability_id, abilities.identifier, SUM(pokemon_stats.base_stat)
           FROM pokemon_abilities
           
           INNER JOIN abilities ON pokemon_abilities.ability_id = abilities.id
           INNER JOIN pokemon ON pokemon_abilities.pokemon_id = pokemon.id
           INNER JOIN pokemon_stats ON pokemon.id = pokemon_stats.pokemon_id
           
           GROUP BY pokemon_abilities.pokemon_id, abilities.identifier
           ")
##      pokemon_id            identifier ability_id     identifier
## 1             1             bulbasaur         34    chlorophyll
## 2             1             bulbasaur         65       overgrow
## 3             2               ivysaur         34    chlorophyll
## 4             2               ivysaur         65       overgrow
## 5             3              venusaur         34    chlorophyll
## 6             3              venusaur         65       overgrow
## 7             4            charmander         66          blaze
## 8             4            charmander         94    solar-power
## 9             5            charmeleon         66          blaze
## 10            5            charmeleon         94    solar-power
## 11            6             charizard         66          blaze
## 12            6             charizard         94    solar-power
## 13            7              squirtle         44      rain-dish
## 14            7              squirtle         67        torrent
## 15            8             wartortle         44      rain-dish
## 16            8             wartortle         67        torrent
## 17            9             blastoise         44      rain-dish
## 18            9             blastoise         67        torrent
## 19           10              caterpie         50       run-away
## 20           10              caterpie         19    shield-dust
## 21           11               metapod         61      shed-skin
## 22           12            butterfree         14  compound-eyes
## 23           12            butterfree        110    tinted-lens
## 24           13                weedle         50       run-away
## 25           13                weedle         19    shield-dust
## 26           14                kakuna         61      shed-skin
## 27           15              beedrill         97         sniper
## 28           15              beedrill         68          swarm
## 29           16                pidgey        145      big-pecks
## 30           16                pidgey         51       keen-eye
## 31           16                pidgey         77   tangled-feet
## 32           17             pidgeotto        145      big-pecks
## 33           17             pidgeotto         51       keen-eye
## 34           17             pidgeotto         77   tangled-feet
## 35           18               pidgeot        145      big-pecks
## 36           18               pidgeot         51       keen-eye
## 37           18               pidgeot         77   tangled-feet
## 38           19               rattata         62           guts
## 39           19               rattata         55         hustle
## 40           19               rattata         50       run-away
## 41           20              raticate         62           guts
## 42           20              raticate         55         hustle
## 43           20              raticate         50       run-away
## 44           21               spearow         51       keen-eye
## 45           21               spearow         97         sniper
## 46           22                fearow         51       keen-eye
## 47           22                fearow         97         sniper
## 48           23                 ekans         22     intimidate
## 49           23                 ekans         61      shed-skin
## 50           23                 ekans        127        unnerve
## 51           24                 arbok         22     intimidate
## 52           24                 arbok         61      shed-skin
## 53           24                 arbok        127        unnerve
## 54           25               pikachu         31  lightning-rod
## 55           25               pikachu          9         static
## 56           26                raichu         31  lightning-rod
## 57           26                raichu          9         static
## 58           27             sandshrew        146      sand-rush
## 59           27             sandshrew          8      sand-veil
## 60           28             sandslash        146      sand-rush
## 61           28             sandslash          8      sand-veil
## 62           29             nidoran-f         55         hustle
## 63           29             nidoran-f         38   poison-point
## 64           29             nidoran-f         79        rivalry
## 65           30              nidorina         55         hustle
## 66           30              nidorina         38   poison-point
## 67           30              nidorina         79        rivalry
## 68           31             nidoqueen         38   poison-point
## 69           31             nidoqueen         79        rivalry
## 70           31             nidoqueen        125    sheer-force
## 71           32             nidoran-m         55         hustle
## 72           32             nidoran-m         38   poison-point
## 73           32             nidoran-m         79        rivalry
## 74           33              nidorino         55         hustle
## 75           33              nidorino         38   poison-point
## 76           33              nidorino         79        rivalry
## 77           34              nidoking         38   poison-point
## 78           34              nidoking         79        rivalry
## 79           34              nidoking        125    sheer-force
## 80           35              clefairy         56     cute-charm
## 81           35              clefairy        132   friend-guard
## 82           35              clefairy         98    magic-guard
## 83           36              clefable         56     cute-charm
## 84           36              clefable         98    magic-guard
## 85           36              clefable        109        unaware
## 86           37                vulpix         70        drought
## 87           37                vulpix         18     flash-fire
## 88           38             ninetales         70        drought
## 89           38             ninetales         18     flash-fire
## 90           39            jigglypuff        172    competitive
## 91           39            jigglypuff         56     cute-charm
## 92           39            jigglypuff        132   friend-guard
## 93           40            wigglytuff        172    competitive
## 94           40            wigglytuff         56     cute-charm
## 95           40            wigglytuff        119          frisk
## 96           41                 zubat        151    infiltrator
## 97           41                 zubat         39    inner-focus
## 98           42                golbat        151    infiltrator
## 99           42                golbat         39    inner-focus
## 100          43                oddish         34    chlorophyll
## 101          43                oddish         50       run-away
## 102          44                 gloom         34    chlorophyll
## 103          44                 gloom          1         stench
## 104          45             vileplume         34    chlorophyll
## 105          45             vileplume         27   effect-spore
## 106          46                 paras          6           damp
## 107          46                 paras         87       dry-skin
## 108          46                 paras         27   effect-spore
## 109          47              parasect          6           damp
## 110          47              parasect         87       dry-skin
## 111          47              parasect         27   effect-spore
## 112          48               venonat         14  compound-eyes
## 113          48               venonat         50       run-away
## 114          48               venonat        110    tinted-lens
## 115          49              venomoth         19    shield-dust
## 116          49              venomoth        110    tinted-lens
## 117          49              venomoth        147    wonder-skin
## 118          50               diglett         71     arena-trap
## 119          50               diglett        159     sand-force
## 120          50               diglett          8      sand-veil
## 121          51               dugtrio         71     arena-trap
## 122          51               dugtrio        159     sand-force
## 123          51               dugtrio          8      sand-veil
## 124          52                meowth         53         pickup
## 125          52                meowth        101     technician
## 126          52                meowth        127        unnerve
## 127          53               persian          7         limber
## 128          53               persian        101     technician
## 129          53               persian        127        unnerve
## 130          54               psyduck         13     cloud-nine
## 131          54               psyduck          6           damp
## 132          54               psyduck         33     swift-swim
## 133          55               golduck         13     cloud-nine
## 134          55               golduck          6           damp
## 135          55               golduck         33     swift-swim
## 136          56                mankey         83    anger-point
## 137          56                mankey        128        defiant
## 138          56                mankey         72   vital-spirit
## 139          57              primeape         83    anger-point
## 140          57              primeape        128        defiant
## 141          57              primeape         72   vital-spirit
## 142          58             growlithe         18     flash-fire
## 143          58             growlithe         22     intimidate
## 144          58             growlithe        154      justified
## 145          59              arcanine         18     flash-fire
## 146          59              arcanine         22     intimidate
## 147          59              arcanine        154      justified
## 148          60               poliwag          6           damp
## 149          60               poliwag         33     swift-swim
## 150          60               poliwag         11   water-absorb
## 151          61             poliwhirl          6           damp
## 152          61             poliwhirl         33     swift-swim
## 153          61             poliwhirl         11   water-absorb
## 154          62             poliwrath          6           damp
## 155          62             poliwrath         33     swift-swim
## 156          62             poliwrath         11   water-absorb
## 157          63                  abra         39    inner-focus
## 158          63                  abra         98    magic-guard
## 159          63                  abra         28    synchronize
## 160          64               kadabra         39    inner-focus
## 161          64               kadabra         98    magic-guard
## 162          64               kadabra         28    synchronize
## 163          65              alakazam         39    inner-focus
## 164          65              alakazam         98    magic-guard
## 165          65              alakazam         28    synchronize
## 166          66                machop         62           guts
## 167          66                machop         99       no-guard
## 168          66                machop         80      steadfast
## 169          67               machoke         62           guts
## 170          67               machoke         99       no-guard
## 171          67               machoke         80      steadfast
## 172          68               machamp         62           guts
## 173          68               machamp         99       no-guard
## 174          68               machamp         80      steadfast
## 175          69            bellsprout         34    chlorophyll
## 176          69            bellsprout         82       gluttony
## 177          70            weepinbell         34    chlorophyll
## 178          70            weepinbell         82       gluttony
## 179          71            victreebel         34    chlorophyll
## 180          71            victreebel         82       gluttony
## 181          72             tentacool         29     clear-body
## 182          72             tentacool         64    liquid-ooze
## 183          72             tentacool         44      rain-dish
## 184          73            tentacruel         29     clear-body
## 185          73            tentacruel         64    liquid-ooze
## 186          73            tentacruel         44      rain-dish
## 187          74               geodude         69      rock-head
## 188          74               geodude          8      sand-veil
## 189          74               geodude          5         sturdy
## 190          75              graveler         69      rock-head
## 191          75              graveler          8      sand-veil
## 192          75              graveler          5         sturdy
## 193          76                 golem         69      rock-head
## 194          76                 golem          8      sand-veil
## 195          76                 golem          5         sturdy
## 196          77                ponyta         49     flame-body
## 197          77                ponyta         18     flash-fire
## 198          77                ponyta         50       run-away
## 199          78              rapidash         49     flame-body
## 200          78              rapidash         18     flash-fire
## 201          78              rapidash         50       run-away
## 202          79              slowpoke         12      oblivious
## 203          79              slowpoke         20      own-tempo
## 204          79              slowpoke        144    regenerator
## 205          80               slowbro         12      oblivious
## 206          80               slowbro         20      own-tempo
## 207          80               slowbro        144    regenerator
## 208          81             magnemite        148       analytic
## 209          81             magnemite         42    magnet-pull
## 210          81             magnemite          5         sturdy
## 211          82              magneton        148       analytic
## 212          82              magneton         42    magnet-pull
## 213          82              magneton          5         sturdy
## 214          83             farfetchd        128        defiant
## 215          83             farfetchd         39    inner-focus
## 216          83             farfetchd         51       keen-eye
## 217          84                 doduo         48     early-bird
## 218          84                 doduo         50       run-away
## 219          84                 doduo         77   tangled-feet
## 220          85                dodrio         48     early-bird
## 221          85                dodrio         50       run-away
## 222          85                dodrio         77   tangled-feet
## 223          86                  seel         93      hydration
## 224          86                  seel        115       ice-body
## 225          86                  seel         47      thick-fat
## 226          87               dewgong         93      hydration
## 227          87               dewgong        115       ice-body
## 228          87               dewgong         47      thick-fat
## 229          88                grimer        143   poison-touch
## 230          88                grimer          1         stench
## 231          88                grimer         60    sticky-hold
## 232          89                   muk        143   poison-touch
## 233          89                   muk          1         stench
## 234          89                   muk         60    sticky-hold
## 235          90              shellder        142       overcoat
## 236          90              shellder         75    shell-armor
## 237          90              shellder         92     skill-link
## 238          91              cloyster        142       overcoat
## 239          91              cloyster         75    shell-armor
## 240          91              cloyster         92     skill-link
## 241          92                gastly         26       levitate
## 242          93               haunter         26       levitate
## 243          94                gengar         26       levitate
## 244          95                  onix         69      rock-head
## 245          95                  onix          5         sturdy
## 246          95                  onix        133     weak-armor
## 247          96               drowzee        108       forewarn
## 248          96               drowzee         39    inner-focus
## 249          96               drowzee         15       insomnia
## 250          97                 hypno        108       forewarn
## 251          97                 hypno         39    inner-focus
## 252          97                 hypno         15       insomnia
## 253          98                krabby         52   hyper-cutter
## 254          98                krabby        125    sheer-force
## 255          98                krabby         75    shell-armor
## 256          99               kingler         52   hyper-cutter
## 257          99               kingler        125    sheer-force
## 258          99               kingler         75    shell-armor
## 259         100               voltorb        106      aftermath
## 260         100               voltorb         43     soundproof
## 261         100               voltorb          9         static
## 262         101             electrode        106      aftermath
## 263         101             electrode         43     soundproof
## 264         101             electrode          9         static
## 265         102             exeggcute         34    chlorophyll
## 266         102             exeggcute        139        harvest
## 267         103             exeggutor         34    chlorophyll
## 268         103             exeggutor        139        harvest
## 269         104                cubone          4   battle-armor
## 270         104                cubone         31  lightning-rod
## 271         104                cubone         69      rock-head
## 272         105               marowak          4   battle-armor
## 273         105               marowak         31  lightning-rod
## 274         105               marowak         69      rock-head
## 275         106             hitmonlee          7         limber
## 276         106             hitmonlee        120       reckless
## 277         106             hitmonlee         84       unburden
## 278         107            hitmonchan         39    inner-focus
## 279         107            hitmonchan         89      iron-fist
## 280         107            hitmonchan         51       keen-eye
## 281         108             lickitung         13     cloud-nine
## 282         108             lickitung         12      oblivious
## 283         108             lickitung         20      own-tempo
## 284         109               koffing         26       levitate
## 285         110               weezing         26       levitate
## 286         111               rhyhorn         31  lightning-rod
## 287         111               rhyhorn        120       reckless
## 288         111               rhyhorn         69      rock-head
## 289         112                rhydon         31  lightning-rod
## 290         112                rhydon        120       reckless
## 291         112                rhydon         69      rock-head
## 292         113               chansey        131         healer
## 293         113               chansey         30   natural-cure
## 294         113               chansey         32   serene-grace
## 295         114               tangela         34    chlorophyll
## 296         114               tangela        102     leaf-guard
## 297         114               tangela        144    regenerator
## 298         115            kangaskhan         48     early-bird
## 299         115            kangaskhan         39    inner-focus
## 300         115            kangaskhan        113        scrappy
## 301         116                horsea          6           damp
## 302         116                horsea         97         sniper
## 303         116                horsea         33     swift-swim
## 304         117                seadra          6           damp
## 305         117                seadra         38   poison-point
## 306         117                seadra         97         sniper
## 307         118               goldeen         31  lightning-rod
## 308         118               goldeen         33     swift-swim
## 309         118               goldeen         41     water-veil
## 310         119               seaking         31  lightning-rod
## 311         119               seaking         33     swift-swim
## 312         119               seaking         41     water-veil
## 313         120                staryu        148       analytic
## 314         120                staryu         35     illuminate
## 315         120                staryu         30   natural-cure
## 316         121               starmie        148       analytic
## 317         121               starmie         35     illuminate
## 318         121               starmie         30   natural-cure
## 319         122               mr-mime        111         filter
## 320         122               mr-mime         43     soundproof
## 321         122               mr-mime        101     technician
## 322         123               scyther         80      steadfast
## 323         123               scyther         68          swarm
## 324         123               scyther        101     technician
## 325         124                  jynx         87       dry-skin
## 326         124                  jynx        108       forewarn
## 327         124                  jynx         12      oblivious
## 328         125            electabuzz          9         static
## 329         125            electabuzz         72   vital-spirit
## 330         126                magmar         49     flame-body
## 331         126                magmar         72   vital-spirit
## 332         127                pinsir         52   hyper-cutter
## 333         127                pinsir        104   mold-breaker
## 334         127                pinsir        153          moxie
## 335         128                tauros         83    anger-point
## 336         128                tauros         22     intimidate
## 337         128                tauros        125    sheer-force
## 338         129              magikarp        155        rattled
## 339         129              magikarp         33     swift-swim
## 340         130              gyarados         22     intimidate
## 341         130              gyarados        153          moxie
## 342         131                lapras         93      hydration
## 343         131                lapras         75    shell-armor
## 344         131                lapras         11   water-absorb
## 345         132                 ditto        150       imposter
## 346         132                 ditto          7         limber
## 347         133                 eevee         91   adaptability
## 348         133                 eevee        107   anticipation
## 349         133                 eevee         50       run-away
## 350         134              vaporeon         93      hydration
## 351         134              vaporeon         11   water-absorb
## 352         135               jolteon         95     quick-feet
## 353         135               jolteon         10    volt-absorb
## 354         136               flareon         18     flash-fire
## 355         136               flareon         62           guts
## 356         137               porygon        148       analytic
## 357         137               porygon         88       download
## 358         137               porygon         36          trace
## 359         138               omanyte         75    shell-armor
## 360         138               omanyte         33     swift-swim
## 361         138               omanyte        133     weak-armor
## 362         139               omastar         75    shell-armor
## 363         139               omastar         33     swift-swim
## 364         139               omastar        133     weak-armor
## 365         140                kabuto          4   battle-armor
## 366         140                kabuto         33     swift-swim
## 367         140                kabuto        133     weak-armor
## 368         141              kabutops          4   battle-armor
## 369         141              kabutops         33     swift-swim
## 370         141              kabutops        133     weak-armor
## 371         142            aerodactyl         46       pressure
## 372         142            aerodactyl         69      rock-head
## 373         142            aerodactyl        127        unnerve
## 374         143               snorlax         82       gluttony
## 375         143               snorlax         17       immunity
## 376         143               snorlax         47      thick-fat
## 377         144              articuno         46       pressure
## 378         144              articuno         81     snow-cloak
## 379         145                zapdos         46       pressure
## 380         145                zapdos          9         static
## 381         146               moltres         49     flame-body
## 382         146               moltres         46       pressure
## 383         147               dratini         63   marvel-scale
## 384         147               dratini         61      shed-skin
## 385         148             dragonair         63   marvel-scale
## 386         148             dragonair         61      shed-skin
## 387         149             dragonite         39    inner-focus
## 388         149             dragonite        136     multiscale
## 389         150                mewtwo         46       pressure
## 390         150                mewtwo        127        unnerve
## 391         151                   mew         28    synchronize
## 392         152             chikorita        102     leaf-guard
## 393         152             chikorita         65       overgrow
## 394         153               bayleef        102     leaf-guard
## 395         153               bayleef         65       overgrow
## 396         154              meganium        102     leaf-guard
## 397         154              meganium         65       overgrow
## 398         155             cyndaquil         66          blaze
## 399         155             cyndaquil         18     flash-fire
## 400         156               quilava         66          blaze
## 401         156               quilava         18     flash-fire
## 402         157            typhlosion         66          blaze
## 403         157            typhlosion         18     flash-fire
## 404         158              totodile        125    sheer-force
## 405         158              totodile         67        torrent
## 406         159              croconaw        125    sheer-force
## 407         159              croconaw         67        torrent
## 408         160            feraligatr        125    sheer-force
## 409         160            feraligatr         67        torrent
## 410         161               sentret        119          frisk
## 411         161               sentret         51       keen-eye
## 412         161               sentret         50       run-away
## 413         162                furret        119          frisk
## 414         162                furret         51       keen-eye
## 415         162                furret         50       run-away
## 416         163              hoothoot         15       insomnia
## 417         163              hoothoot         51       keen-eye
## 418         163              hoothoot        110    tinted-lens
## 419         164               noctowl         15       insomnia
## 420         164               noctowl         51       keen-eye
## 421         164               noctowl        110    tinted-lens
## 422         165                ledyba         48     early-bird
## 423         165                ledyba        155        rattled
## 424         165                ledyba         68          swarm
## 425         166                ledian         48     early-bird
## 426         166                ledian         89      iron-fist
## 427         166                ledian         68          swarm
## 428         167              spinarak         15       insomnia
## 429         167              spinarak         97         sniper
## 430         167              spinarak         68          swarm
## 431         168               ariados         15       insomnia
## 432         168               ariados         97         sniper
## 433         168               ariados         68          swarm
## 434         169                crobat        151    infiltrator
## 435         169                crobat         39    inner-focus
## 436         170              chinchou         35     illuminate
## 437         170              chinchou         10    volt-absorb
## 438         170              chinchou         11   water-absorb
## 439         171               lanturn         35     illuminate
## 440         171               lanturn         10    volt-absorb
## 441         171               lanturn         11   water-absorb
## 442         172                 pichu         31  lightning-rod
## 443         172                 pichu          9         static
## 444         173                cleffa         56     cute-charm
## 445         173                cleffa        132   friend-guard
## 446         173                cleffa         98    magic-guard
## 447         174             igglybuff        172    competitive
## 448         174             igglybuff         56     cute-charm
## 449         174             igglybuff        132   friend-guard
## 450         175                togepi         55         hustle
## 451         175                togepi         32   serene-grace
## 452         175                togepi        105     super-luck
## 453         176               togetic         55         hustle
## 454         176               togetic         32   serene-grace
## 455         176               togetic        105     super-luck
## 456         177                  natu         48     early-bird
## 457         177                  natu        156   magic-bounce
## 458         177                  natu         28    synchronize
## 459         178                  xatu         48     early-bird
## 460         178                  xatu        156   magic-bounce
## 461         178                  xatu         28    synchronize
## 462         179                mareep         57           plus
## 463         179                mareep          9         static
## 464         180               flaaffy         57           plus
## 465         180               flaaffy          9         static
## 466         181              ampharos         57           plus
## 467         181              ampharos          9         static
## 468         182             bellossom         34    chlorophyll
## 469         182             bellossom        131         healer
## 470         183                marill         37     huge-power
## 471         183                marill        157     sap-sipper
## 472         183                marill         47      thick-fat
## 473         184             azumarill         37     huge-power
## 474         184             azumarill        157     sap-sipper
## 475         184             azumarill         47      thick-fat
## 476         185             sudowoodo        155        rattled
## 477         185             sudowoodo         69      rock-head
## 478         185             sudowoodo          5         sturdy
## 479         186              politoed          6           damp
## 480         186              politoed          2        drizzle
## 481         186              politoed         11   water-absorb
## 482         187                hoppip         34    chlorophyll
## 483         187                hoppip        151    infiltrator
## 484         187                hoppip        102     leaf-guard
## 485         188              skiploom         34    chlorophyll
## 486         188              skiploom        151    infiltrator
## 487         188              skiploom        102     leaf-guard
## 488         189              jumpluff         34    chlorophyll
## 489         189              jumpluff        151    infiltrator
## 490         189              jumpluff        102     leaf-guard
## 491         190                 aipom         53         pickup
## 492         190                 aipom         50       run-away
## 493         190                 aipom         92     skill-link
## 494         191               sunkern         34    chlorophyll
## 495         191               sunkern         48     early-bird
## 496         191               sunkern         94    solar-power
## 497         192              sunflora         34    chlorophyll
## 498         192              sunflora         48     early-bird
## 499         192              sunflora         94    solar-power
## 500         193                 yanma         14  compound-eyes
## 501         193                 yanma        119          frisk
## 502         193                 yanma          3    speed-boost
## 503         194                wooper          6           damp
## 504         194                wooper        109        unaware
## 505         194                wooper         11   water-absorb
## 506         195              quagsire          6           damp
## 507         195              quagsire        109        unaware
## 508         195              quagsire         11   water-absorb
## 509         196                espeon        156   magic-bounce
## 510         196                espeon         28    synchronize
## 511         197               umbreon         39    inner-focus
## 512         197               umbreon         28    synchronize
## 513         198               murkrow         15       insomnia
## 514         198               murkrow        158      prankster
## 515         198               murkrow        105     super-luck
## 516         199              slowking         12      oblivious
## 517         199              slowking         20      own-tempo
## 518         199              slowking        144    regenerator
## 519         200            misdreavus         26       levitate
## 520         201                 unown         26       levitate
## 521         202             wobbuffet         23     shadow-tag
## 522         202             wobbuffet        140      telepathy
## 523         203             girafarig         48     early-bird
## 524         203             girafarig         39    inner-focus
## 525         203             girafarig        157     sap-sipper
## 526         204                pineco        142       overcoat
## 527         204                pineco          5         sturdy
## 528         205            forretress        142       overcoat
## 529         205            forretress          5         sturdy
## 530         206             dunsparce        155        rattled
## 531         206             dunsparce         50       run-away
## 532         206             dunsparce         32   serene-grace
## 533         207                gligar         52   hyper-cutter
## 534         207                gligar         17       immunity
## 535         207                gligar          8      sand-veil
## 536         208               steelix         69      rock-head
## 537         208               steelix        125    sheer-force
## 538         208               steelix          5         sturdy
## 539         209              snubbull         22     intimidate
## 540         209              snubbull        155        rattled
## 541         209              snubbull         50       run-away
## 542         210              granbull         22     intimidate
## 543         210              granbull         95     quick-feet
## 544         210              granbull        155        rattled
## 545         211              qwilfish         22     intimidate
## 546         211              qwilfish         38   poison-point
## 547         211              qwilfish         33     swift-swim
## 548         212                scizor        135    light-metal
## 549         212                scizor         68          swarm
## 550         212                scizor        101     technician
## 551         213               shuckle        126       contrary
## 552         213               shuckle         82       gluttony
## 553         213               shuckle          5         sturdy
## 554         214             heracross         62           guts
## 555         214             heracross        153          moxie
## 556         214             heracross         68          swarm
## 557         215               sneasel         39    inner-focus
## 558         215               sneasel         51       keen-eye
## 559         215               sneasel        124     pickpocket
## 560         216             teddiursa        118   honey-gather
## 561         216             teddiursa         53         pickup
## 562         216             teddiursa         95     quick-feet
## 563         217              ursaring         62           guts
## 564         217              ursaring         95     quick-feet
## 565         217              ursaring        127        unnerve
## 566         218                slugma         49     flame-body
## 567         218                slugma         40    magma-armor
## 568         218                slugma        133     weak-armor
## 569         219              magcargo         49     flame-body
## 570         219              magcargo         40    magma-armor
## 571         219              magcargo        133     weak-armor
## 572         220                swinub         12      oblivious
## 573         220                swinub         81     snow-cloak
## 574         220                swinub         47      thick-fat
## 575         221             piloswine         12      oblivious
## 576         221             piloswine         81     snow-cloak
## 577         221             piloswine         47      thick-fat
## 578         222               corsola         55         hustle
## 579         222               corsola         30   natural-cure
## 580         222               corsola        144    regenerator
## 581         223              remoraid         55         hustle
## 582         223              remoraid        141          moody
## 583         223              remoraid         97         sniper
## 584         224             octillery        141          moody
## 585         224             octillery         97         sniper
## 586         224             octillery         21   suction-cups
## 587         225              delibird         55         hustle
## 588         225              delibird         15       insomnia
## 589         225              delibird         72   vital-spirit
## 590         226               mantine         33     swift-swim
## 591         226               mantine         11   water-absorb
## 592         226               mantine         41     water-veil
## 593         227              skarmory         51       keen-eye
## 594         227              skarmory          5         sturdy
## 595         227              skarmory        133     weak-armor
## 596         228              houndour         48     early-bird
## 597         228              houndour         18     flash-fire
## 598         228              houndour        127        unnerve
## 599         229              houndoom         48     early-bird
## 600         229              houndoom         18     flash-fire
## 601         229              houndoom        127        unnerve
## 602         230               kingdra          6           damp
## 603         230               kingdra         97         sniper
## 604         230               kingdra         33     swift-swim
## 605         231                phanpy         53         pickup
## 606         231                phanpy          8      sand-veil
## 607         232               donphan          8      sand-veil
## 608         232               donphan          5         sturdy
## 609         233              porygon2        148       analytic
## 610         233              porygon2         88       download
## 611         233              porygon2         36          trace
## 612         234              stantler        119          frisk
## 613         234              stantler         22     intimidate
## 614         234              stantler        157     sap-sipper
## 615         235              smeargle        141          moody
## 616         235              smeargle         20      own-tempo
## 617         235              smeargle        101     technician
## 618         236               tyrogue         62           guts
## 619         236               tyrogue         80      steadfast
## 620         236               tyrogue         72   vital-spirit
## 621         237             hitmontop         22     intimidate
## 622         237             hitmontop         80      steadfast
## 623         237             hitmontop        101     technician
## 624         238              smoochum        108       forewarn
## 625         238              smoochum         93      hydration
## 626         238              smoochum         12      oblivious
## 627         239                elekid          9         static
## 628         239                elekid         72   vital-spirit
## 629         240                 magby         49     flame-body
## 630         240                 magby         72   vital-spirit
## 631         241               miltank        157     sap-sipper
## 632         241               miltank        113        scrappy
## 633         241               miltank         47      thick-fat
## 634         242               blissey        131         healer
## 635         242               blissey         30   natural-cure
## 636         242               blissey         32   serene-grace
## 637         243                raikou         46       pressure
## 638         243                raikou         10    volt-absorb
## 639         244                 entei         18     flash-fire
## 640         244                 entei         46       pressure
## 641         245               suicune         46       pressure
## 642         245               suicune         11   water-absorb
## 643         246              larvitar         62           guts
## 644         246              larvitar          8      sand-veil
## 645         247               pupitar         61      shed-skin
## 646         248             tyranitar         45    sand-stream
## 647         248             tyranitar        127        unnerve
## 648         249                 lugia        136     multiscale
## 649         249                 lugia         46       pressure
## 650         250                 ho-oh         46       pressure
## 651         250                 ho-oh        144    regenerator
## 652         251                celebi         30   natural-cure
## 653         252               treecko         65       overgrow
## 654         252               treecko         84       unburden
## 655         253               grovyle         65       overgrow
## 656         253               grovyle         84       unburden
## 657         254              sceptile         65       overgrow
## 658         254              sceptile         84       unburden
## 659         255               torchic         66          blaze
## 660         255               torchic          3    speed-boost
## 661         256             combusken         66          blaze
## 662         256             combusken          3    speed-boost
## 663         257              blaziken         66          blaze
## 664         257              blaziken          3    speed-boost
## 665         258                mudkip          6           damp
## 666         258                mudkip         67        torrent
## 667         259             marshtomp          6           damp
## 668         259             marshtomp         67        torrent
## 669         260              swampert          6           damp
## 670         260              swampert         67        torrent
## 671         261             poochyena         95     quick-feet
## 672         261             poochyena        155        rattled
## 673         261             poochyena         50       run-away
## 674         262             mightyena         22     intimidate
## 675         262             mightyena        153          moxie
## 676         262             mightyena         95     quick-feet
## 677         263             zigzagoon         82       gluttony
## 678         263             zigzagoon         53         pickup
## 679         263             zigzagoon         95     quick-feet
## 680         264               linoone         82       gluttony
## 681         264               linoone         53         pickup
## 682         264               linoone         95     quick-feet
## 683         265               wurmple         50       run-away
## 684         265               wurmple         19    shield-dust
## 685         266               silcoon         61      shed-skin
## 686         267             beautifly         79        rivalry
## 687         267             beautifly         68          swarm
## 688         268               cascoon         61      shed-skin
## 689         269                dustox         14  compound-eyes
## 690         269                dustox         19    shield-dust
## 691         270                 lotad         20      own-tempo
## 692         270                 lotad         44      rain-dish
## 693         270                 lotad         33     swift-swim
## 694         271                lombre         20      own-tempo
## 695         271                lombre         44      rain-dish
## 696         271                lombre         33     swift-swim
## 697         272              ludicolo         20      own-tempo
## 698         272              ludicolo         44      rain-dish
## 699         272              ludicolo         33     swift-swim
## 700         273                seedot         34    chlorophyll
## 701         273                seedot         48     early-bird
## 702         273                seedot        124     pickpocket
## 703         274               nuzleaf         34    chlorophyll
## 704         274               nuzleaf         48     early-bird
## 705         274               nuzleaf        124     pickpocket
## 706         275               shiftry         34    chlorophyll
## 707         275               shiftry         48     early-bird
## 708         275               shiftry        124     pickpocket
## 709         276               taillow         62           guts
## 710         276               taillow        113        scrappy
## 711         277               swellow         62           guts
## 712         277               swellow        113        scrappy
## 713         278               wingull         51       keen-eye
## 714         278               wingull         44      rain-dish
## 715         279              pelipper         51       keen-eye
## 716         279              pelipper         44      rain-dish
## 717         280                 ralts         28    synchronize
## 718         280                 ralts        140      telepathy
## 719         280                 ralts         36          trace
## 720         281                kirlia         28    synchronize
## 721         281                kirlia        140      telepathy
## 722         281                kirlia         36          trace
## 723         282             gardevoir         28    synchronize
## 724         282             gardevoir        140      telepathy
## 725         282             gardevoir         36          trace
## 726         283               surskit         44      rain-dish
## 727         283               surskit         33     swift-swim
## 728         284            masquerain         22     intimidate
## 729         284            masquerain        127        unnerve
## 730         285             shroomish         27   effect-spore
## 731         285             shroomish         90    poison-heal
## 732         285             shroomish         95     quick-feet
## 733         286               breloom         27   effect-spore
## 734         286               breloom         90    poison-heal
## 735         286               breloom        101     technician
## 736         287               slakoth         54         truant
## 737         288              vigoroth         72   vital-spirit
## 738         289               slaking         54         truant
## 739         290               nincada         14  compound-eyes
## 740         290               nincada         50       run-away
## 741         291               ninjask        151    infiltrator
## 742         291               ninjask          3    speed-boost
## 743         292              shedinja         25   wonder-guard
## 744         293               whismur        155        rattled
## 745         293               whismur         43     soundproof
## 746         294               loudred        113        scrappy
## 747         294               loudred         43     soundproof
## 748         295               exploud        113        scrappy
## 749         295               exploud         43     soundproof
## 750         296              makuhita         62           guts
## 751         296              makuhita        125    sheer-force
## 752         296              makuhita         47      thick-fat
## 753         297              hariyama         62           guts
## 754         297              hariyama        125    sheer-force
## 755         297              hariyama         47      thick-fat
## 756         298               azurill         37     huge-power
## 757         298               azurill        157     sap-sipper
## 758         298               azurill         47      thick-fat
## 759         299              nosepass         42    magnet-pull
## 760         299              nosepass        159     sand-force
## 761         299              nosepass          5         sturdy
## 762         300                skitty         56     cute-charm
## 763         300                skitty         96      normalize
## 764         300                skitty        147    wonder-skin
## 765         301              delcatty         56     cute-charm
## 766         301              delcatty         96      normalize
## 767         301              delcatty        147    wonder-skin
## 768         302               sableye         51       keen-eye
## 769         302               sableye        158      prankster
## 770         302               sableye        100          stall
## 771         303                mawile         52   hyper-cutter
## 772         303                mawile         22     intimidate
## 773         303                mawile        125    sheer-force
## 774         304                  aron        134    heavy-metal
## 775         304                  aron         69      rock-head
## 776         304                  aron          5         sturdy
## 777         305                lairon        134    heavy-metal
## 778         305                lairon         69      rock-head
## 779         305                lairon          5         sturdy
## 780         306                aggron        134    heavy-metal
## 781         306                aggron         69      rock-head
## 782         306                aggron          5         sturdy
## 783         307              meditite         74     pure-power
## 784         307              meditite        140      telepathy
## 785         308              medicham         74     pure-power
## 786         308              medicham        140      telepathy
## 787         309             electrike         31  lightning-rod
## 788         309             electrike         58          minus
## 789         309             electrike          9         static
## 790         310             manectric         31  lightning-rod
## 791         310             manectric         58          minus
## 792         310             manectric          9         static
## 793         311                plusle         31  lightning-rod
## 794         311                plusle         57           plus
## 795         312                 minun         58          minus
## 796         312                 minun         10    volt-absorb
## 797         313               volbeat         35     illuminate
## 798         313               volbeat        158      prankster
## 799         313               volbeat         68          swarm
## 800         314              illumise         12      oblivious
## 801         314              illumise        158      prankster
## 802         314              illumise        110    tinted-lens
## 803         315               roselia        102     leaf-guard
## 804         315               roselia         30   natural-cure
## 805         315               roselia         38   poison-point
## 806         316                gulpin         82       gluttony
## 807         316                gulpin         64    liquid-ooze
## 808         316                gulpin         60    sticky-hold
## 809         317                swalot         82       gluttony
## 810         317                swalot         64    liquid-ooze
## 811         317                swalot         60    sticky-hold
## 812         318              carvanha         24     rough-skin
## 813         318              carvanha          3    speed-boost
## 814         319              sharpedo         24     rough-skin
## 815         319              sharpedo          3    speed-boost
## 816         320               wailmer         12      oblivious
## 817         320               wailmer         46       pressure
## 818         320               wailmer         41     water-veil
## 819         321               wailord         12      oblivious
## 820         321               wailord         46       pressure
## 821         321               wailord         41     water-veil
## 822         322                 numel         12      oblivious
## 823         322                 numel         20      own-tempo
## 824         322                 numel         86         simple
## 825         323              camerupt         83    anger-point
## 826         323              camerupt         40    magma-armor
## 827         323              camerupt        116     solid-rock
## 828         324               torkoal         75    shell-armor
## 829         324               torkoal         73    white-smoke
## 830         325                spoink         82       gluttony
## 831         325                spoink         20      own-tempo
## 832         325                spoink         47      thick-fat
## 833         326               grumpig         82       gluttony
## 834         326               grumpig         20      own-tempo
## 835         326               grumpig         47      thick-fat
## 836         327                spinda        126       contrary
## 837         327                spinda         20      own-tempo
## 838         327                spinda         77   tangled-feet
## 839         328              trapinch         71     arena-trap
## 840         328              trapinch         52   hyper-cutter
## 841         328              trapinch        125    sheer-force
## 842         329               vibrava         26       levitate
## 843         330                flygon         26       levitate
## 844         331                cacnea          8      sand-veil
## 845         331                cacnea         11   water-absorb
## 846         332              cacturne          8      sand-veil
## 847         332              cacturne         11   water-absorb
## 848         333                swablu         13     cloud-nine
## 849         333                swablu         30   natural-cure
## 850         334               altaria         13     cloud-nine
## 851         334               altaria         30   natural-cure
## 852         335              zangoose         17       immunity
## 853         335              zangoose        137    toxic-boost
## 854         336               seviper        151    infiltrator
## 855         336               seviper         61      shed-skin
## 856         337              lunatone         26       levitate
## 857         338               solrock         26       levitate
## 858         339              barboach        107   anticipation
## 859         339              barboach         93      hydration
## 860         339              barboach         12      oblivious
## 861         340              whiscash        107   anticipation
## 862         340              whiscash         93      hydration
## 863         340              whiscash         12      oblivious
## 864         341              corphish         91   adaptability
## 865         341              corphish         52   hyper-cutter
## 866         341              corphish         75    shell-armor
## 867         342             crawdaunt         91   adaptability
## 868         342             crawdaunt         52   hyper-cutter
## 869         342             crawdaunt         75    shell-armor
## 870         343                baltoy         26       levitate
## 871         344               claydol         26       levitate
## 872         345                lileep        114    storm-drain
## 873         345                lileep         21   suction-cups
## 874         346               cradily        114    storm-drain
## 875         346               cradily         21   suction-cups
## 876         347               anorith          4   battle-armor
## 877         347               anorith         33     swift-swim
## 878         348               armaldo          4   battle-armor
## 879         348               armaldo         33     swift-swim
## 880         349                feebas         91   adaptability
## 881         349                feebas         12      oblivious
## 882         349                feebas         33     swift-swim
## 883         350               milotic        172    competitive
## 884         350               milotic         56     cute-charm
## 885         350               milotic         63   marvel-scale
## 886         351              castform         59       forecast
## 887         352               kecleon         16   color-change
## 888         352               kecleon        168        protean
## 889         353               shuppet        130    cursed-body
## 890         353               shuppet        119          frisk
## 891         353               shuppet         15       insomnia
## 892         354               banette        130    cursed-body
## 893         354               banette        119          frisk
## 894         354               banette         15       insomnia
## 895         355               duskull        119          frisk
## 896         355               duskull         26       levitate
## 897         356              dusclops        119          frisk
## 898         356              dusclops         46       pressure
## 899         357               tropius         34    chlorophyll
## 900         357               tropius        139        harvest
## 901         357               tropius         94    solar-power
## 902         358              chimecho         26       levitate
## 903         359                 absol        154      justified
## 904         359                 absol         46       pressure
## 905         359                 absol        105     super-luck
## 906         360                wynaut         23     shadow-tag
## 907         360                wynaut        140      telepathy
## 908         361               snorunt        115       ice-body
## 909         361               snorunt         39    inner-focus
## 910         361               snorunt        141          moody
## 911         362                glalie        115       ice-body
## 912         362                glalie         39    inner-focus
## 913         362                glalie        141          moody
## 914         363                spheal        115       ice-body
## 915         363                spheal         12      oblivious
## 916         363                spheal         47      thick-fat
## 917         364                sealeo        115       ice-body
## 918         364                sealeo         12      oblivious
## 919         364                sealeo         47      thick-fat
## 920         365               walrein        115       ice-body
## 921         365               walrein         12      oblivious
## 922         365               walrein         47      thick-fat
## 923         366              clamperl        155        rattled
## 924         366              clamperl         75    shell-armor
## 925         367               huntail         33     swift-swim
## 926         367               huntail         41     water-veil
## 927         368              gorebyss         93      hydration
## 928         368              gorebyss         33     swift-swim
## 929         369             relicanth         69      rock-head
## 930         369             relicanth          5         sturdy
## 931         369             relicanth         33     swift-swim
## 932         370               luvdisc         93      hydration
## 933         370               luvdisc         33     swift-swim
## 934         371                 bagon         69      rock-head
## 935         371                 bagon        125    sheer-force
## 936         372               shelgon        142       overcoat
## 937         372               shelgon         69      rock-head
## 938         373             salamence         22     intimidate
## 939         373             salamence        153          moxie
## 940         374                beldum         29     clear-body
## 941         374                beldum        135    light-metal
## 942         375                metang         29     clear-body
## 943         375                metang        135    light-metal
## 944         376             metagross         29     clear-body
## 945         376             metagross        135    light-metal
## 946         377              regirock         29     clear-body
## 947         377              regirock          5         sturdy
## 948         378                regice         29     clear-body
## 949         378                regice        115       ice-body
## 950         379             registeel         29     clear-body
## 951         379             registeel        135    light-metal
## 952         380                latias         26       levitate
## 953         381                latios         26       levitate
## 954         382                kyogre          2        drizzle
## 955         383               groudon         70        drought
## 956         384              rayquaza         76       air-lock
## 957         385               jirachi         32   serene-grace
## 958         386         deoxys-normal         46       pressure
## 959         387               turtwig         65       overgrow
## 960         387               turtwig         75    shell-armor
## 961         388                grotle         65       overgrow
## 962         388                grotle         75    shell-armor
## 963         389              torterra         65       overgrow
## 964         389              torterra         75    shell-armor
## 965         390              chimchar         66          blaze
## 966         390              chimchar         89      iron-fist
## 967         391              monferno         66          blaze
## 968         391              monferno         89      iron-fist
## 969         392             infernape         66          blaze
## 970         392             infernape         89      iron-fist
## 971         393                piplup        128        defiant
## 972         393                piplup         67        torrent
## 973         394              prinplup        128        defiant
## 974         394              prinplup         67        torrent
## 975         395              empoleon        128        defiant
## 976         395              empoleon         67        torrent
## 977         396                starly         51       keen-eye
## 978         396                starly        120       reckless
## 979         397              staravia         22     intimidate
## 980         397              staravia        120       reckless
## 981         398             staraptor         22     intimidate
## 982         398             staraptor        120       reckless
## 983         399                bidoof        141          moody
## 984         399                bidoof         86         simple
## 985         399                bidoof        109        unaware
## 986         400               bibarel        141          moody
## 987         400               bibarel         86         simple
## 988         400               bibarel        109        unaware
## 989         401             kricketot         50       run-away
## 990         401             kricketot         61      shed-skin
## 991         402            kricketune         68          swarm
## 992         402            kricketune        101     technician
## 993         403                 shinx         62           guts
## 994         403                 shinx         22     intimidate
## 995         403                 shinx         79        rivalry
## 996         404                 luxio         62           guts
## 997         404                 luxio         22     intimidate
## 998         404                 luxio         79        rivalry
## 999         405                luxray         62           guts
## 1000        405                luxray         22     intimidate
## 1001        405                luxray         79        rivalry
## 1002        406                 budew        102     leaf-guard
## 1003        406                 budew         30   natural-cure
## 1004        406                 budew         38   poison-point
## 1005        407              roserade         30   natural-cure
## 1006        407              roserade         38   poison-point
## 1007        407              roserade        101     technician
## 1008        408              cranidos        104   mold-breaker
## 1009        408              cranidos        125    sheer-force
## 1010        409             rampardos        104   mold-breaker
## 1011        409             rampardos        125    sheer-force
## 1012        410              shieldon         43     soundproof
## 1013        410              shieldon          5         sturdy
## 1014        411             bastiodon         43     soundproof
## 1015        411             bastiodon          5         sturdy
## 1016        412                 burmy        142       overcoat
## 1017        412                 burmy         61      shed-skin
## 1018        413        wormadam-plant        107   anticipation
## 1019        413        wormadam-plant        142       overcoat
## 1020        414                mothim         68          swarm
## 1021        414                mothim        110    tinted-lens
## 1022        415                combee        118   honey-gather
## 1023        415                combee         55         hustle
## 1024        416             vespiquen         46       pressure
## 1025        416             vespiquen        127        unnerve
## 1026        417             pachirisu         53         pickup
## 1027        417             pachirisu         50       run-away
## 1028        417             pachirisu         10    volt-absorb
## 1029        418                buizel         33     swift-swim
## 1030        418                buizel         41     water-veil
## 1031        419              floatzel         33     swift-swim
## 1032        419              floatzel         41     water-veil
## 1033        420               cherubi         34    chlorophyll
## 1034        421               cherrim        122    flower-gift
## 1035        422               shellos        159     sand-force
## 1036        422               shellos         60    sticky-hold
## 1037        422               shellos        114    storm-drain
## 1038        423             gastrodon        159     sand-force
## 1039        423             gastrodon         60    sticky-hold
## 1040        423             gastrodon        114    storm-drain
## 1041        424               ambipom         53         pickup
## 1042        424               ambipom         92     skill-link
## 1043        424               ambipom        101     technician
## 1044        425              drifloon        106      aftermath
## 1045        425              drifloon        138    flare-boost
## 1046        425              drifloon         84       unburden
## 1047        426              drifblim        106      aftermath
## 1048        426              drifblim        138    flare-boost
## 1049        426              drifblim         84       unburden
## 1050        427               buneary        103          klutz
## 1051        427               buneary          7         limber
## 1052        427               buneary         50       run-away
## 1053        428               lopunny         56     cute-charm
## 1054        428               lopunny        103          klutz
## 1055        428               lopunny          7         limber
## 1056        429             mismagius         26       levitate
## 1057        430             honchkrow         15       insomnia
## 1058        430             honchkrow        153          moxie
## 1059        430             honchkrow        105     super-luck
## 1060        431               glameow         51       keen-eye
## 1061        431               glameow          7         limber
## 1062        431               glameow         20      own-tempo
## 1063        432               purugly        128        defiant
## 1064        432               purugly         20      own-tempo
## 1065        432               purugly         47      thick-fat
## 1066        433             chingling         26       levitate
## 1067        434                stunky        106      aftermath
## 1068        434                stunky         51       keen-eye
## 1069        434                stunky          1         stench
## 1070        435              skuntank        106      aftermath
## 1071        435              skuntank         51       keen-eye
## 1072        435              skuntank          1         stench
## 1073        436               bronzor         85      heatproof
## 1074        436               bronzor        134    heavy-metal
## 1075        436               bronzor         26       levitate
## 1076        437              bronzong         85      heatproof
## 1077        437              bronzong        134    heavy-metal
## 1078        437              bronzong         26       levitate
## 1079        438                bonsly        155        rattled
## 1080        438                bonsly         69      rock-head
## 1081        438                bonsly          5         sturdy
## 1082        439               mime-jr        111         filter
## 1083        439               mime-jr         43     soundproof
## 1084        439               mime-jr        101     technician
## 1085        440               happiny        132   friend-guard
## 1086        440               happiny         30   natural-cure
## 1087        440               happiny         32   serene-grace
## 1088        441                chatot        145      big-pecks
## 1089        441                chatot         51       keen-eye
## 1090        441                chatot         77   tangled-feet
## 1091        442             spiritomb        151    infiltrator
## 1092        442             spiritomb         46       pressure
## 1093        443                 gible         24     rough-skin
## 1094        443                 gible          8      sand-veil
## 1095        444                gabite         24     rough-skin
## 1096        444                gabite          8      sand-veil
## 1097        445              garchomp         24     rough-skin
## 1098        445              garchomp          8      sand-veil
## 1099        446              munchlax         82       gluttony
## 1100        446              munchlax         53         pickup
## 1101        446              munchlax         47      thick-fat
## 1102        447                 riolu         39    inner-focus
## 1103        447                 riolu        158      prankster
## 1104        447                 riolu         80      steadfast
## 1105        448               lucario         39    inner-focus
## 1106        448               lucario        154      justified
## 1107        448               lucario         80      steadfast
## 1108        449            hippopotas        159     sand-force
## 1109        449            hippopotas         45    sand-stream
## 1110        450             hippowdon        159     sand-force
## 1111        450             hippowdon         45    sand-stream
## 1112        451               skorupi          4   battle-armor
## 1113        451               skorupi         51       keen-eye
## 1114        451               skorupi         97         sniper
## 1115        452               drapion          4   battle-armor
## 1116        452               drapion         51       keen-eye
## 1117        452               drapion         97         sniper
## 1118        453              croagunk        107   anticipation
## 1119        453              croagunk         87       dry-skin
## 1120        453              croagunk        143   poison-touch
## 1121        454             toxicroak        107   anticipation
## 1122        454             toxicroak         87       dry-skin
## 1123        454             toxicroak        143   poison-touch
## 1124        455             carnivine         26       levitate
## 1125        456               finneon        114    storm-drain
## 1126        456               finneon         33     swift-swim
## 1127        456               finneon         41     water-veil
## 1128        457              lumineon        114    storm-drain
## 1129        457              lumineon         33     swift-swim
## 1130        457              lumineon         41     water-veil
## 1131        458               mantyke         33     swift-swim
## 1132        458               mantyke         11   water-absorb
## 1133        458               mantyke         41     water-veil
## 1134        459                snover        117   snow-warning
## 1135        459                snover         43     soundproof
## 1136        460             abomasnow        117   snow-warning
## 1137        460             abomasnow         43     soundproof
## 1138        461               weavile        124     pickpocket
## 1139        461               weavile         46       pressure
## 1140        462             magnezone        148       analytic
## 1141        462             magnezone         42    magnet-pull
## 1142        462             magnezone          5         sturdy
## 1143        463            lickilicky         13     cloud-nine
## 1144        463            lickilicky         12      oblivious
## 1145        463            lickilicky         20      own-tempo
## 1146        464             rhyperior         31  lightning-rod
## 1147        464             rhyperior        120       reckless
## 1148        464             rhyperior        116     solid-rock
## 1149        465             tangrowth         34    chlorophyll
## 1150        465             tangrowth        102     leaf-guard
## 1151        465             tangrowth        144    regenerator
## 1152        466            electivire         78    motor-drive
## 1153        466            electivire         72   vital-spirit
## 1154        467             magmortar         49     flame-body
## 1155        467             magmortar         72   vital-spirit
## 1156        468              togekiss         55         hustle
## 1157        468              togekiss         32   serene-grace
## 1158        468              togekiss        105     super-luck
## 1159        469               yanmega        119          frisk
## 1160        469               yanmega          3    speed-boost
## 1161        469               yanmega        110    tinted-lens
## 1162        470               leafeon         34    chlorophyll
## 1163        470               leafeon        102     leaf-guard
## 1164        471               glaceon        115       ice-body
## 1165        471               glaceon         81     snow-cloak
## 1166        472               gliscor         52   hyper-cutter
## 1167        472               gliscor         90    poison-heal
## 1168        472               gliscor          8      sand-veil
## 1169        473             mamoswine         12      oblivious
## 1170        473             mamoswine         81     snow-cloak
## 1171        473             mamoswine         47      thick-fat
## 1172        474             porygon-z         91   adaptability
## 1173        474             porygon-z        148       analytic
## 1174        474             porygon-z         88       download
## 1175        475               gallade        154      justified
## 1176        475               gallade         80      steadfast
## 1177        476             probopass         42    magnet-pull
## 1178        476             probopass        159     sand-force
## 1179        476             probopass          5         sturdy
## 1180        477              dusknoir        119          frisk
## 1181        477              dusknoir         46       pressure
## 1182        478              froslass        130    cursed-body
## 1183        478              froslass         81     snow-cloak
## 1184        479                 rotom         26       levitate
## 1185        480                  uxie         26       levitate
## 1186        481               mesprit         26       levitate
## 1187        482                 azelf         26       levitate
## 1188        483                dialga         46       pressure
## 1189        483                dialga        140      telepathy
## 1190        484                palkia         46       pressure
## 1191        484                palkia        140      telepathy
## 1192        485               heatran         49     flame-body
## 1193        485               heatran         18     flash-fire
## 1194        486             regigigas        112     slow-start
## 1195        487      giratina-altered         46       pressure
## 1196        487      giratina-altered        140      telepathy
## 1197        488             cresselia         26       levitate
## 1198        489                phione         93      hydration
## 1199        490               manaphy         93      hydration
## 1200        491               darkrai        123     bad-dreams
## 1201        492          shaymin-land         30   natural-cure
## 1202        493                arceus        121      multitype
## 1203        494               victini        162   victory-star
## 1204        495                 snivy        126       contrary
## 1205        495                 snivy         65       overgrow
## 1206        496               servine        126       contrary
## 1207        496               servine         65       overgrow
## 1208        497             serperior        126       contrary
## 1209        497             serperior         65       overgrow
## 1210        498                 tepig         66          blaze
## 1211        498                 tepig         47      thick-fat
## 1212        499               pignite         66          blaze
## 1213        499               pignite         47      thick-fat
## 1214        500                emboar         66          blaze
## 1215        500                emboar        120       reckless
## 1216        501              oshawott         75    shell-armor
## 1217        501              oshawott         67        torrent
## 1218        502                dewott         75    shell-armor
## 1219        502                dewott         67        torrent
## 1220        503              samurott         75    shell-armor
## 1221        503              samurott         67        torrent
## 1222        504                patrat        148       analytic
## 1223        504                patrat         51       keen-eye
## 1224        504                patrat         50       run-away
## 1225        505               watchog        148       analytic
## 1226        505               watchog         35     illuminate
## 1227        505               watchog         51       keen-eye
## 1228        506              lillipup         53         pickup
## 1229        506              lillipup         50       run-away
## 1230        506              lillipup         72   vital-spirit
## 1231        507               herdier         22     intimidate
## 1232        507               herdier        146      sand-rush
## 1233        507               herdier        113        scrappy
## 1234        508             stoutland         22     intimidate
## 1235        508             stoutland        146      sand-rush
## 1236        508             stoutland        113        scrappy
## 1237        509              purrloin          7         limber
## 1238        509              purrloin        158      prankster
## 1239        509              purrloin         84       unburden
## 1240        510               liepard          7         limber
## 1241        510               liepard        158      prankster
## 1242        510               liepard         84       unburden
## 1243        511               pansage         82       gluttony
## 1244        511               pansage         65       overgrow
## 1245        512              simisage         82       gluttony
## 1246        512              simisage         65       overgrow
## 1247        513               pansear         66          blaze
## 1248        513               pansear         82       gluttony
## 1249        514              simisear         66          blaze
## 1250        514              simisear         82       gluttony
## 1251        515               panpour         82       gluttony
## 1252        515               panpour         67        torrent
## 1253        516              simipour         82       gluttony
## 1254        516              simipour         67        torrent
## 1255        517                 munna        108       forewarn
## 1256        517                 munna         28    synchronize
## 1257        517                 munna        140      telepathy
## 1258        518              musharna        108       forewarn
## 1259        518              musharna         28    synchronize
## 1260        518              musharna        140      telepathy
## 1261        519                pidove        145      big-pecks
## 1262        519                pidove         79        rivalry
## 1263        519                pidove        105     super-luck
## 1264        520             tranquill        145      big-pecks
## 1265        520             tranquill         79        rivalry
## 1266        520             tranquill        105     super-luck
## 1267        521              unfezant        145      big-pecks
## 1268        521              unfezant         79        rivalry
## 1269        521              unfezant        105     super-luck
## 1270        522               blitzle         31  lightning-rod
## 1271        522               blitzle         78    motor-drive
## 1272        522               blitzle        157     sap-sipper
## 1273        523             zebstrika         31  lightning-rod
## 1274        523             zebstrika         78    motor-drive
## 1275        523             zebstrika        157     sap-sipper
## 1276        524            roggenrola        159     sand-force
## 1277        524            roggenrola          5         sturdy
## 1278        525               boldore        159     sand-force
## 1279        525               boldore          5         sturdy
## 1280        526              gigalith        159     sand-force
## 1281        526              gigalith          5         sturdy
## 1282        527                woobat        103          klutz
## 1283        527                woobat         86         simple
## 1284        527                woobat        109        unaware
## 1285        528               swoobat        103          klutz
## 1286        528               swoobat         86         simple
## 1287        528               swoobat        109        unaware
## 1288        529               drilbur        104   mold-breaker
## 1289        529               drilbur        159     sand-force
## 1290        529               drilbur        146      sand-rush
## 1291        530             excadrill        104   mold-breaker
## 1292        530             excadrill        159     sand-force
## 1293        530             excadrill        146      sand-rush
## 1294        531                audino        131         healer
## 1295        531                audino        103          klutz
## 1296        531                audino        144    regenerator
## 1297        532               timburr         62           guts
## 1298        532               timburr         89      iron-fist
## 1299        532               timburr        125    sheer-force
## 1300        533               gurdurr         62           guts
## 1301        533               gurdurr         89      iron-fist
## 1302        533               gurdurr        125    sheer-force
## 1303        534            conkeldurr         62           guts
## 1304        534            conkeldurr         89      iron-fist
## 1305        534            conkeldurr        125    sheer-force
## 1306        535               tympole         93      hydration
## 1307        535               tympole         33     swift-swim
## 1308        535               tympole         11   water-absorb
## 1309        536             palpitoad         93      hydration
## 1310        536             palpitoad         33     swift-swim
## 1311        536             palpitoad         11   water-absorb
## 1312        537            seismitoad        143   poison-touch
## 1313        537            seismitoad         33     swift-swim
## 1314        537            seismitoad         11   water-absorb
## 1315        538                 throh         62           guts
## 1316        538                 throh         39    inner-focus
## 1317        538                 throh        104   mold-breaker
## 1318        539                  sawk         39    inner-focus
## 1319        539                  sawk        104   mold-breaker
## 1320        539                  sawk          5         sturdy
## 1321        540              sewaddle         34    chlorophyll
## 1322        540              sewaddle        142       overcoat
## 1323        540              sewaddle         68          swarm
## 1324        541              swadloon         34    chlorophyll
## 1325        541              swadloon        102     leaf-guard
## 1326        541              swadloon        142       overcoat
## 1327        542              leavanny         34    chlorophyll
## 1328        542              leavanny        142       overcoat
## 1329        542              leavanny         68          swarm
## 1330        543              venipede         38   poison-point
## 1331        543              venipede          3    speed-boost
## 1332        543              venipede         68          swarm
## 1333        544            whirlipede         38   poison-point
## 1334        544            whirlipede          3    speed-boost
## 1335        544            whirlipede         68          swarm
## 1336        545             scolipede         38   poison-point
## 1337        545             scolipede          3    speed-boost
## 1338        545             scolipede         68          swarm
## 1339        546              cottonee         34    chlorophyll
## 1340        546              cottonee        151    infiltrator
## 1341        546              cottonee        158      prankster
## 1342        547            whimsicott         34    chlorophyll
## 1343        547            whimsicott        151    infiltrator
## 1344        547            whimsicott        158      prankster
## 1345        548               petilil         34    chlorophyll
## 1346        548               petilil        102     leaf-guard
## 1347        548               petilil         20      own-tempo
## 1348        549             lilligant         34    chlorophyll
## 1349        549             lilligant        102     leaf-guard
## 1350        549             lilligant         20      own-tempo
## 1351        550  basculin-red-striped         91   adaptability
## 1352        550  basculin-red-striped        104   mold-breaker
## 1353        550  basculin-red-striped        120       reckless
## 1354        551               sandile         83    anger-point
## 1355        551               sandile         22     intimidate
## 1356        551               sandile        153          moxie
## 1357        552              krokorok         83    anger-point
## 1358        552              krokorok         22     intimidate
## 1359        552              krokorok        153          moxie
## 1360        553            krookodile         83    anger-point
## 1361        553            krookodile         22     intimidate
## 1362        553            krookodile        153          moxie
## 1363        554              darumaka         55         hustle
## 1364        554              darumaka         39    inner-focus
## 1365        555   darmanitan-standard        125    sheer-force
## 1366        555   darmanitan-standard        161       zen-mode
## 1367        556              maractus         34    chlorophyll
## 1368        556              maractus        114    storm-drain
## 1369        556              maractus         11   water-absorb
## 1370        557               dwebble         75    shell-armor
## 1371        557               dwebble          5         sturdy
## 1372        557               dwebble        133     weak-armor
## 1373        558               crustle         75    shell-armor
## 1374        558               crustle          5         sturdy
## 1375        558               crustle        133     weak-armor
## 1376        559               scraggy         22     intimidate
## 1377        559               scraggy        153          moxie
## 1378        559               scraggy         61      shed-skin
## 1379        560               scrafty         22     intimidate
## 1380        560               scrafty        153          moxie
## 1381        560               scrafty         61      shed-skin
## 1382        561              sigilyph         98    magic-guard
## 1383        561              sigilyph        110    tinted-lens
## 1384        561              sigilyph        147    wonder-skin
## 1385        562                yamask        152          mummy
## 1386        563            cofagrigus        152          mummy
## 1387        564              tirtouga        116     solid-rock
## 1388        564              tirtouga          5         sturdy
## 1389        564              tirtouga         33     swift-swim
## 1390        565            carracosta        116     solid-rock
## 1391        565            carracosta          5         sturdy
## 1392        565            carracosta         33     swift-swim
## 1393        566                archen        129      defeatist
## 1394        567              archeops        129      defeatist
## 1395        568              trubbish        106      aftermath
## 1396        568              trubbish          1         stench
## 1397        568              trubbish         60    sticky-hold
## 1398        569              garbodor        106      aftermath
## 1399        569              garbodor          1         stench
## 1400        569              garbodor        133     weak-armor
## 1401        570                 zorua        149       illusion
## 1402        571               zoroark        149       illusion
## 1403        572              minccino         56     cute-charm
## 1404        572              minccino         92     skill-link
## 1405        572              minccino        101     technician
## 1406        573              cinccino         56     cute-charm
## 1407        573              cinccino         92     skill-link
## 1408        573              cinccino        101     technician
## 1409        574               gothita        172    competitive
## 1410        574               gothita        119          frisk
## 1411        574               gothita         23     shadow-tag
## 1412        575             gothorita        172    competitive
## 1413        575             gothorita        119          frisk
## 1414        575             gothorita         23     shadow-tag
## 1415        576            gothitelle        172    competitive
## 1416        576            gothitelle        119          frisk
## 1417        576            gothitelle         23     shadow-tag
## 1418        577               solosis         98    magic-guard
## 1419        577               solosis        142       overcoat
## 1420        577               solosis        144    regenerator
## 1421        578               duosion         98    magic-guard
## 1422        578               duosion        142       overcoat
## 1423        578               duosion        144    regenerator
## 1424        579             reuniclus         98    magic-guard
## 1425        579             reuniclus        142       overcoat
## 1426        579             reuniclus        144    regenerator
## 1427        580              ducklett        145      big-pecks
## 1428        580              ducklett         93      hydration
## 1429        580              ducklett         51       keen-eye
## 1430        581                swanna        145      big-pecks
## 1431        581                swanna         93      hydration
## 1432        581                swanna         51       keen-eye
## 1433        582             vanillite        115       ice-body
## 1434        582             vanillite        133     weak-armor
## 1435        583             vanillish        115       ice-body
## 1436        583             vanillish        133     weak-armor
## 1437        584             vanilluxe        115       ice-body
## 1438        584             vanilluxe        133     weak-armor
## 1439        585              deerling         34    chlorophyll
## 1440        585              deerling        157     sap-sipper
## 1441        585              deerling         32   serene-grace
## 1442        586              sawsbuck         34    chlorophyll
## 1443        586              sawsbuck        157     sap-sipper
## 1444        586              sawsbuck         32   serene-grace
## 1445        587                emolga         78    motor-drive
## 1446        587                emolga          9         static
## 1447        588            karrablast         99       no-guard
## 1448        588            karrablast         61      shed-skin
## 1449        588            karrablast         68          swarm
## 1450        589            escavalier        142       overcoat
## 1451        589            escavalier         75    shell-armor
## 1452        589            escavalier         68          swarm
## 1453        590               foongus         27   effect-spore
## 1454        590               foongus        144    regenerator
## 1455        591             amoonguss         27   effect-spore
## 1456        591             amoonguss        144    regenerator
## 1457        592              frillish        130    cursed-body
## 1458        592              frillish          6           damp
## 1459        592              frillish         11   water-absorb
## 1460        593             jellicent        130    cursed-body
## 1461        593             jellicent          6           damp
## 1462        593             jellicent         11   water-absorb
## 1463        594             alomomola        131         healer
## 1464        594             alomomola         93      hydration
## 1465        594             alomomola        144    regenerator
## 1466        595                joltik         14  compound-eyes
## 1467        595                joltik         68          swarm
## 1468        595                joltik        127        unnerve
## 1469        596            galvantula         14  compound-eyes
## 1470        596            galvantula         68          swarm
## 1471        596            galvantula        127        unnerve
## 1472        597             ferroseed        160     iron-barbs
## 1473        598            ferrothorn        107   anticipation
## 1474        598            ferrothorn        160     iron-barbs
## 1475        599                 klink         29     clear-body
## 1476        599                 klink         58          minus
## 1477        599                 klink         57           plus
## 1478        600                 klang         29     clear-body
## 1479        600                 klang         58          minus
## 1480        600                 klang         57           plus
## 1481        601             klinklang         29     clear-body
## 1482        601             klinklang         58          minus
## 1483        601             klinklang         57           plus
## 1484        602                tynamo         26       levitate
## 1485        603             eelektrik         26       levitate
## 1486        604            eelektross         26       levitate
## 1487        605                elgyem        148       analytic
## 1488        605                elgyem         28    synchronize
## 1489        605                elgyem        140      telepathy
## 1490        606              beheeyem        148       analytic
## 1491        606              beheeyem         28    synchronize
## 1492        606              beheeyem        140      telepathy
## 1493        607               litwick         49     flame-body
## 1494        607               litwick         18     flash-fire
## 1495        607               litwick        151    infiltrator
## 1496        608               lampent         49     flame-body
## 1497        608               lampent         18     flash-fire
## 1498        608               lampent        151    infiltrator
## 1499        609            chandelure         49     flame-body
## 1500        609            chandelure         18     flash-fire
## 1501        609            chandelure        151    infiltrator
## 1502        610                  axew        104   mold-breaker
## 1503        610                  axew         79        rivalry
## 1504        610                  axew        127        unnerve
## 1505        611               fraxure        104   mold-breaker
## 1506        611               fraxure         79        rivalry
## 1507        611               fraxure        127        unnerve
## 1508        612               haxorus        104   mold-breaker
## 1509        612               haxorus         79        rivalry
## 1510        612               haxorus        127        unnerve
## 1511        613               cubchoo        155        rattled
## 1512        613               cubchoo         81     snow-cloak
## 1513        614               beartic         81     snow-cloak
## 1514        614               beartic         33     swift-swim
## 1515        615             cryogonal         26       levitate
## 1516        616               shelmet         93      hydration
## 1517        616               shelmet        142       overcoat
## 1518        616               shelmet         75    shell-armor
## 1519        617              accelgor         93      hydration
## 1520        617              accelgor         60    sticky-hold
## 1521        617              accelgor         84       unburden
## 1522        618              stunfisk          7         limber
## 1523        618              stunfisk          8      sand-veil
## 1524        618              stunfisk          9         static
## 1525        619               mienfoo         39    inner-focus
## 1526        619               mienfoo        120       reckless
## 1527        619               mienfoo        144    regenerator
## 1528        620              mienshao         39    inner-focus
## 1529        620              mienshao        120       reckless
## 1530        620              mienshao        144    regenerator
## 1531        621             druddigon        104   mold-breaker
## 1532        621             druddigon         24     rough-skin
## 1533        621             druddigon        125    sheer-force
## 1534        622                golett         89      iron-fist
## 1535        622                golett        103          klutz
## 1536        622                golett         99       no-guard
## 1537        623                golurk         89      iron-fist
## 1538        623                golurk        103          klutz
## 1539        623                golurk         99       no-guard
## 1540        624              pawniard        128        defiant
## 1541        624              pawniard         39    inner-focus
## 1542        624              pawniard         46       pressure
## 1543        625               bisharp        128        defiant
## 1544        625               bisharp         39    inner-focus
## 1545        625               bisharp         46       pressure
## 1546        626            bouffalant        120       reckless
## 1547        626            bouffalant        157     sap-sipper
## 1548        626            bouffalant         43     soundproof
## 1549        627               rufflet         55         hustle
## 1550        627               rufflet         51       keen-eye
## 1551        627               rufflet        125    sheer-force
## 1552        628              braviary        128        defiant
## 1553        628              braviary         51       keen-eye
## 1554        628              braviary        125    sheer-force
## 1555        629               vullaby        145      big-pecks
## 1556        629               vullaby        142       overcoat
## 1557        629               vullaby        133     weak-armor
## 1558        630             mandibuzz        145      big-pecks
## 1559        630             mandibuzz        142       overcoat
## 1560        630             mandibuzz        133     weak-armor
## 1561        631               heatmor         18     flash-fire
## 1562        631               heatmor         82       gluttony
## 1563        631               heatmor         73    white-smoke
## 1564        632                durant         55         hustle
## 1565        632                durant         68          swarm
## 1566        632                durant         54         truant
## 1567        633                 deino         55         hustle
## 1568        634              zweilous         55         hustle
## 1569        635             hydreigon         26       levitate
## 1570        636              larvesta         49     flame-body
## 1571        636              larvesta         68          swarm
## 1572        637             volcarona         49     flame-body
## 1573        637             volcarona         68          swarm
## 1574        638              cobalion        154      justified
## 1575        639             terrakion        154      justified
## 1576        640              virizion        154      justified
## 1577        641    tornadus-incarnate        128        defiant
## 1578        641    tornadus-incarnate        158      prankster
## 1579        642   thundurus-incarnate        128        defiant
## 1580        642   thundurus-incarnate        158      prankster
## 1581        643              reshiram        163     turboblaze
## 1582        644                zekrom        164       teravolt
## 1583        645    landorus-incarnate        159     sand-force
## 1584        645    landorus-incarnate        125    sheer-force
## 1585        646                kyurem         46       pressure
## 1586        647       keldeo-ordinary        154      justified
## 1587        648         meloetta-aria         32   serene-grace
## 1588        649              genesect         88       download
## 1589        650               chespin        171    bulletproof
## 1590        650               chespin         65       overgrow
## 1591        651             quilladin        171    bulletproof
## 1592        651             quilladin         65       overgrow
## 1593        652            chesnaught        171    bulletproof
## 1594        652            chesnaught         65       overgrow
## 1595        653              fennekin         66          blaze
## 1596        653              fennekin        170       magician
## 1597        654               braixen         66          blaze
## 1598        654               braixen        170       magician
## 1599        655               delphox         66          blaze
## 1600        655               delphox        170       magician
## 1601        656               froakie        168        protean
## 1602        656               froakie         67        torrent
## 1603        657             frogadier        168        protean
## 1604        657             frogadier         67        torrent
## 1605        658              greninja        168        protean
## 1606        658              greninja         67        torrent
## 1607        659              bunnelby        167    cheek-pouch
## 1608        659              bunnelby         37     huge-power
## 1609        659              bunnelby         53         pickup
## 1610        660             diggersby        167    cheek-pouch
## 1611        660             diggersby         37     huge-power
## 1612        660             diggersby         53         pickup
## 1613        661            fletchling        145      big-pecks
## 1614        661            fletchling        177     gale-wings
## 1615        662           fletchinder         49     flame-body
## 1616        662           fletchinder        177     gale-wings
## 1617        663            talonflame         49     flame-body
## 1618        663            talonflame        177     gale-wings
## 1619        664            scatterbug         14  compound-eyes
## 1620        664            scatterbug        132   friend-guard
## 1621        664            scatterbug         19    shield-dust
## 1622        665                spewpa        132   friend-guard
## 1623        665                spewpa         61      shed-skin
## 1624        666              vivillon         14  compound-eyes
## 1625        666              vivillon        132   friend-guard
## 1626        666              vivillon         19    shield-dust
## 1627        667                litleo        153          moxie
## 1628        667                litleo         79        rivalry
## 1629        667                litleo        127        unnerve
## 1630        668                pyroar        153          moxie
## 1631        668                pyroar         79        rivalry
## 1632        668                pyroar        127        unnerve
## 1633        669               flabebe        166    flower-veil
## 1634        669               flabebe        180      symbiosis
## 1635        670               floette        166    flower-veil
## 1636        670               floette        180      symbiosis
## 1637        671               florges        166    flower-veil
## 1638        671               florges        180      symbiosis
## 1639        672                skiddo        179     grass-pelt
## 1640        672                skiddo        157     sap-sipper
## 1641        673                gogoat        179     grass-pelt
## 1642        673                gogoat        157     sap-sipper
## 1643        674               pancham         89      iron-fist
## 1644        674               pancham        104   mold-breaker
## 1645        674               pancham        113        scrappy
## 1646        675               pangoro         89      iron-fist
## 1647        675               pangoro        104   mold-breaker
## 1648        675               pangoro        113        scrappy
## 1649        676               furfrou        169       fur-coat
## 1650        677                espurr        151    infiltrator
## 1651        677                espurr         51       keen-eye
## 1652        677                espurr         20      own-tempo
## 1653        678         meowstic-male        151    infiltrator
## 1654        678         meowstic-male         51       keen-eye
## 1655        678         meowstic-male        158      prankster
## 1656        679               honedge         99       no-guard
## 1657        680              doublade         99       no-guard
## 1658        681      aegislash-shield        176  stance-change
## 1659        682              spritzee        165     aroma-veil
## 1660        682              spritzee        131         healer
## 1661        683            aromatisse        165     aroma-veil
## 1662        683            aromatisse        131         healer
## 1663        684               swirlix        175     sweet-veil
## 1664        684               swirlix         84       unburden
## 1665        685              slurpuff        175     sweet-veil
## 1666        685              slurpuff         84       unburden
## 1667        686                 inkay        126       contrary
## 1668        686                 inkay        151    infiltrator
## 1669        686                 inkay         21   suction-cups
## 1670        687               malamar        126       contrary
## 1671        687               malamar        151    infiltrator
## 1672        687               malamar         21   suction-cups
## 1673        688               binacle        124     pickpocket
## 1674        688               binacle         97         sniper
## 1675        688               binacle        181    tough-claws
## 1676        689            barbaracle        124     pickpocket
## 1677        689            barbaracle         97         sniper
## 1678        689            barbaracle        181    tough-claws
## 1679        690                skrelp         91   adaptability
## 1680        690                skrelp         38   poison-point
## 1681        690                skrelp        143   poison-touch
## 1682        691              dragalge         91   adaptability
## 1683        691              dragalge         38   poison-point
## 1684        691              dragalge        143   poison-touch
## 1685        692             clauncher        178  mega-launcher
## 1686        693             clawitzer        178  mega-launcher
## 1687        694            helioptile         87       dry-skin
## 1688        694            helioptile          8      sand-veil
## 1689        694            helioptile         94    solar-power
## 1690        695             heliolisk         87       dry-skin
## 1691        695             heliolisk          8      sand-veil
## 1692        695             heliolisk         94    solar-power
## 1693        696                tyrunt        173     strong-jaw
## 1694        696                tyrunt          5         sturdy
## 1695        697             tyrantrum         69      rock-head
## 1696        697             tyrantrum        173     strong-jaw
## 1697        698                amaura        174    refrigerate
## 1698        698                amaura        117   snow-warning
## 1699        699               aurorus        174    refrigerate
## 1700        699               aurorus        117   snow-warning
## 1701        700               sylveon         56     cute-charm
## 1702        700               sylveon        182       pixilate
## 1703        701              hawlucha          7         limber
## 1704        701              hawlucha        104   mold-breaker
## 1705        701              hawlucha         84       unburden
## 1706        702               dedenne        167    cheek-pouch
## 1707        702               dedenne         53         pickup
## 1708        702               dedenne         57           plus
## 1709        703               carbink         29     clear-body
## 1710        703               carbink          5         sturdy
## 1711        704                 goomy        183          gooey
## 1712        704                 goomy         93      hydration
## 1713        704                 goomy        157     sap-sipper
## 1714        705               sliggoo        183          gooey
## 1715        705               sliggoo         93      hydration
## 1716        705               sliggoo        157     sap-sipper
## 1717        706                goodra        183          gooey
## 1718        706                goodra         93      hydration
## 1719        706                goodra        157     sap-sipper
## 1720        707                klefki        170       magician
## 1721        707                klefki        158      prankster
## 1722        708              phantump        119          frisk
## 1723        708              phantump        139        harvest
## 1724        708              phantump         30   natural-cure
## 1725        709             trevenant        119          frisk
## 1726        709             trevenant        139        harvest
## 1727        709             trevenant         30   natural-cure
## 1728        710     pumpkaboo-average        119          frisk
## 1729        710     pumpkaboo-average         15       insomnia
## 1730        710     pumpkaboo-average         53         pickup
## 1731        711     gourgeist-average        119          frisk
## 1732        711     gourgeist-average         15       insomnia
## 1733        711     gourgeist-average         53         pickup
## 1734        712              bergmite        115       ice-body
## 1735        712              bergmite         20      own-tempo
## 1736        712              bergmite          5         sturdy
## 1737        713               avalugg        115       ice-body
## 1738        713               avalugg         20      own-tempo
## 1739        713               avalugg          5         sturdy
## 1740        714                noibat        119          frisk
## 1741        714                noibat        151    infiltrator
## 1742        714                noibat        140      telepathy
## 1743        715               noivern        119          frisk
## 1744        715               noivern        151    infiltrator
## 1745        715               noivern        140      telepathy
## 1746        716               xerneas        187     fairy-aura
## 1747        717               yveltal        186      dark-aura
## 1748        718               zygarde        188     aura-break
## 1749        719               diancie         29     clear-body
## 1750        720                 hoopa        170       magician
## 1751        721             volcanion         11   water-absorb
## 1752      10001         deoxys-attack         46       pressure
## 1753      10002        deoxys-defense         46       pressure
## 1754      10003          deoxys-speed         46       pressure
## 1755      10004        wormadam-sandy        107   anticipation
## 1756      10004        wormadam-sandy        142       overcoat
## 1757      10005        wormadam-trash        107   anticipation
## 1758      10005        wormadam-trash        142       overcoat
## 1759      10006           shaymin-sky         32   serene-grace
## 1760      10007       giratina-origin         26       levitate
## 1761      10008            rotom-heat         26       levitate
## 1762      10009            rotom-wash         26       levitate
## 1763      10010           rotom-frost         26       levitate
## 1764      10011             rotom-fan         26       levitate
## 1765      10012             rotom-mow         26       levitate
## 1766      10013        castform-sunny         59       forecast
## 1767      10014        castform-rainy         59       forecast
## 1768      10015        castform-snowy         59       forecast
## 1769      10016 basculin-blue-striped         91   adaptability
## 1770      10016 basculin-blue-striped        104   mold-breaker
## 1771      10016 basculin-blue-striped         69      rock-head
## 1772      10017        darmanitan-zen        125    sheer-force
## 1773      10017        darmanitan-zen        161       zen-mode
## 1774      10018    meloetta-pirouette         32   serene-grace
## 1775      10019      tornadus-therian        144    regenerator
## 1776      10020     thundurus-therian         10    volt-absorb
## 1777      10021      landorus-therian         22     intimidate
## 1778      10022          kyurem-black        164       teravolt
## 1779      10023          kyurem-white        163     turboblaze
## 1780      10024       keldeo-resolute        154      justified
## 1781      10025       meowstic-female        172    competitive
## 1782      10025       meowstic-female        151    infiltrator
## 1783      10025       meowstic-female         51       keen-eye
## 1784      10026       aegislash-blade        176  stance-change
## 1785      10027       pumpkaboo-small        119          frisk
## 1786      10027       pumpkaboo-small         15       insomnia
## 1787      10027       pumpkaboo-small         53         pickup
## 1788      10028       pumpkaboo-large        119          frisk
## 1789      10028       pumpkaboo-large         15       insomnia
## 1790      10028       pumpkaboo-large         53         pickup
## 1791      10029       pumpkaboo-super        119          frisk
## 1792      10029       pumpkaboo-super         15       insomnia
## 1793      10029       pumpkaboo-super         53         pickup
## 1794      10030       gourgeist-small        119          frisk
## 1795      10030       gourgeist-small         15       insomnia
## 1796      10030       gourgeist-small         53         pickup
## 1797      10031       gourgeist-large        119          frisk
## 1798      10031       gourgeist-large         15       insomnia
## 1799      10031       gourgeist-large         53         pickup
## 1800      10032       gourgeist-super        119          frisk
## 1801      10032       gourgeist-super         15       insomnia
## 1802      10032       gourgeist-super         53         pickup
## 1803      10033         venusaur-mega         47      thick-fat
## 1804      10034      charizard-mega-x        181    tough-claws
## 1805      10035      charizard-mega-y         70        drought
## 1806      10036        blastoise-mega        178  mega-launcher
## 1807      10037         alakazam-mega         36          trace
## 1808      10038           gengar-mega         23     shadow-tag
## 1809      10039       kangaskhan-mega        185  parental-bond
## 1810      10040           pinsir-mega        184       aerilate
## 1811      10041         gyarados-mega        104   mold-breaker
## 1812      10042       aerodactyl-mega        181    tough-claws
## 1813      10043         mewtwo-mega-x         80      steadfast
## 1814      10044         mewtwo-mega-y         15       insomnia
## 1815      10045         ampharos-mega        104   mold-breaker
## 1816      10046           scizor-mega        101     technician
## 1817      10047        heracross-mega         92     skill-link
## 1818      10048         houndoom-mega         94    solar-power
## 1819      10049        tyranitar-mega         45    sand-stream
## 1820      10050         blaziken-mega          3    speed-boost
## 1821      10051        gardevoir-mega        182       pixilate
## 1822      10052           mawile-mega         37     huge-power
## 1823      10053           aggron-mega        111         filter
## 1824      10054         medicham-mega         74     pure-power
## 1825      10055        manectric-mega         22     intimidate
## 1826      10056          banette-mega        158      prankster
## 1827      10057            absol-mega        156   magic-bounce
## 1828      10058         garchomp-mega        159     sand-force
## 1829      10059          lucario-mega         91   adaptability
## 1830      10060        abomasnow-mega        117   snow-warning
## 1831      10061       floette-eternal        166    flower-veil
## 1832      10061       floette-eternal        180      symbiosis
## 1833      10062           latias-mega         26       levitate
## 1834      10063           latios-mega         26       levitate
## 1835      10064         swampert-mega         33     swift-swim
## 1836      10065         sceptile-mega         31  lightning-rod
## 1837      10066          sableye-mega        156   magic-bounce
## 1838      10067          altaria-mega        182       pixilate
## 1839      10068          gallade-mega         39    inner-focus
## 1840      10069           audino-mega        131         healer
## 1841      10070         sharpedo-mega        173     strong-jaw
## 1842      10071          slowbro-mega         75    shell-armor
## 1843      10072          steelix-mega        159     sand-force
## 1844      10073          pidgeot-mega         99       no-guard
## 1845      10074           glalie-mega        174    refrigerate
## 1846      10075          diancie-mega        156   magic-bounce
## 1847      10076        metagross-mega        181    tough-claws
## 1848      10077         kyogre-primal        189 primordial-sea
## 1849      10078        groudon-primal        190  desolate-land
## 1850      10079         rayquaza-mega        191   delta-stream
## 1851      10080     pikachu-rock-star         31  lightning-rod
## 1852      10080     pikachu-rock-star          9         static
## 1853      10081         pikachu-belle         31  lightning-rod
## 1854      10081         pikachu-belle          9         static
## 1855      10082      pikachu-pop-star         31  lightning-rod
## 1856      10082      pikachu-pop-star          9         static
## 1857      10083           pikachu-phd         31  lightning-rod
## 1858      10083           pikachu-phd          9         static
## 1859      10084         pikachu-libre         31  lightning-rod
## 1860      10084         pikachu-libre          9         static
## 1861      10085       pikachu-cosplay         31  lightning-rod
## 1862      10085       pikachu-cosplay          9         static
## 1863      10086         hoopa-unbound        170       magician
## 1864      10087         camerupt-mega        125    sheer-force
## 1865      10088          lopunny-mega        113        scrappy
## 1866      10089        salamence-mega        184       aerilate
## 1867      10090         beedrill-mega         91   adaptability
##      SUM(pokemon_stats.base_stat)
## 1                             318
## 2                             318
## 3                             405
## 4                             405
## 5                             525
## 6                             525
## 7                             309
## 8                             309
## 9                             405
## 10                            405
## 11                            534
## 12                            534
## 13                            314
## 14                            314
## 15                            405
## 16                            405
## 17                            530
## 18                            530
## 19                            195
## 20                            195
## 21                            205
## 22                            395
## 23                            395
## 24                            195
## 25                            195
## 26                            205
## 27                            395
## 28                            395
## 29                            251
## 30                            251
## 31                            251
## 32                            349
## 33                            349
## 34                            349
## 35                            479
## 36                            479
## 37                            479
## 38                            253
## 39                            253
## 40                            253
## 41                            413
## 42                            413
## 43                            413
## 44                            262
## 45                            262
## 46                            442
## 47                            442
## 48                            288
## 49                            288
## 50                            288
## 51                            438
## 52                            438
## 53                            438
## 54                            320
## 55                            320
## 56                            485
## 57                            485
## 58                            300
## 59                            300
## 60                            450
## 61                            450
## 62                            275
## 63                            275
## 64                            275
## 65                            365
## 66                            365
## 67                            365
## 68                            505
## 69                            505
## 70                            505
## 71                            273
## 72                            273
## 73                            273
## 74                            365
## 75                            365
## 76                            365
## 77                            505
## 78                            505
## 79                            505
## 80                            323
## 81                            323
## 82                            323
## 83                            483
## 84                            483
## 85                            483
## 86                            299
## 87                            299
## 88                            505
## 89                            505
## 90                            270
## 91                            270
## 92                            270
## 93                            435
## 94                            435
## 95                            435
## 96                            245
## 97                            245
## 98                            455
## 99                            455
## 100                           320
## 101                           320
## 102                           395
## 103                           395
## 104                           490
## 105                           490
## 106                           285
## 107                           285
## 108                           285
## 109                           405
## 110                           405
## 111                           405
## 112                           305
## 113                           305
## 114                           305
## 115                           450
## 116                           450
## 117                           450
## 118                           265
## 119                           265
## 120                           265
## 121                           405
## 122                           405
## 123                           405
## 124                           290
## 125                           290
## 126                           290
## 127                           440
## 128                           440
## 129                           440
## 130                           320
## 131                           320
## 132                           320
## 133                           500
## 134                           500
## 135                           500
## 136                           305
## 137                           305
## 138                           305
## 139                           455
## 140                           455
## 141                           455
## 142                           350
## 143                           350
## 144                           350
## 145                           555
## 146                           555
## 147                           555
## 148                           300
## 149                           300
## 150                           300
## 151                           385
## 152                           385
## 153                           385
## 154                           510
## 155                           510
## 156                           510
## 157                           310
## 158                           310
## 159                           310
## 160                           400
## 161                           400
## 162                           400
## 163                           500
## 164                           500
## 165                           500
## 166                           305
## 167                           305
## 168                           305
## 169                           405
## 170                           405
## 171                           405
## 172                           505
## 173                           505
## 174                           505
## 175                           300
## 176                           300
## 177                           390
## 178                           390
## 179                           490
## 180                           490
## 181                           335
## 182                           335
## 183                           335
## 184                           515
## 185                           515
## 186                           515
## 187                           300
## 188                           300
## 189                           300
## 190                           390
## 191                           390
## 192                           390
## 193                           495
## 194                           495
## 195                           495
## 196                           410
## 197                           410
## 198                           410
## 199                           500
## 200                           500
## 201                           500
## 202                           315
## 203                           315
## 204                           315
## 205                           490
## 206                           490
## 207                           490
## 208                           325
## 209                           325
## 210                           325
## 211                           465
## 212                           465
## 213                           465
## 214                           352
## 215                           352
## 216                           352
## 217                           310
## 218                           310
## 219                           310
## 220                           460
## 221                           460
## 222                           460
## 223                           325
## 224                           325
## 225                           325
## 226                           475
## 227                           475
## 228                           475
## 229                           325
## 230                           325
## 231                           325
## 232                           500
## 233                           500
## 234                           500
## 235                           305
## 236                           305
## 237                           305
## 238                           525
## 239                           525
## 240                           525
## 241                           310
## 242                           405
## 243                           500
## 244                           385
## 245                           385
## 246                           385
## 247                           328
## 248                           328
## 249                           328
## 250                           483
## 251                           483
## 252                           483
## 253                           325
## 254                           325
## 255                           325
## 256                           475
## 257                           475
## 258                           475
## 259                           330
## 260                           330
## 261                           330
## 262                           480
## 263                           480
## 264                           480
## 265                           325
## 266                           325
## 267                           520
## 268                           520
## 269                           320
## 270                           320
## 271                           320
## 272                           425
## 273                           425
## 274                           425
## 275                           455
## 276                           455
## 277                           455
## 278                           455
## 279                           455
## 280                           455
## 281                           385
## 282                           385
## 283                           385
## 284                           340
## 285                           490
## 286                           345
## 287                           345
## 288                           345
## 289                           485
## 290                           485
## 291                           485
## 292                           450
## 293                           450
## 294                           450
## 295                           435
## 296                           435
## 297                           435
## 298                           490
## 299                           490
## 300                           490
## 301                           295
## 302                           295
## 303                           295
## 304                           440
## 305                           440
## 306                           440
## 307                           320
## 308                           320
## 309                           320
## 310                           450
## 311                           450
## 312                           450
## 313                           340
## 314                           340
## 315                           340
## 316                           520
## 317                           520
## 318                           520
## 319                           460
## 320                           460
## 321                           460
## 322                           500
## 323                           500
## 324                           500
## 325                           455
## 326                           455
## 327                           455
## 328                           490
## 329                           490
## 330                           495
## 331                           495
## 332                           500
## 333                           500
## 334                           500
## 335                           490
## 336                           490
## 337                           490
## 338                           200
## 339                           200
## 340                           540
## 341                           540
## 342                           535
## 343                           535
## 344                           535
## 345                           288
## 346                           288
## 347                           325
## 348                           325
## 349                           325
## 350                           525
## 351                           525
## 352                           525
## 353                           525
## 354                           525
## 355                           525
## 356                           395
## 357                           395
## 358                           395
## 359                           355
## 360                           355
## 361                           355
## 362                           495
## 363                           495
## 364                           495
## 365                           355
## 366                           355
## 367                           355
## 368                           495
## 369                           495
## 370                           495
## 371                           515
## 372                           515
## 373                           515
## 374                           540
## 375                           540
## 376                           540
## 377                           580
## 378                           580
## 379                           580
## 380                           580
## 381                           580
## 382                           580
## 383                           300
## 384                           300
## 385                           420
## 386                           420
## 387                           600
## 388                           600
## 389                           680
## 390                           680
## 391                           600
## 392                           318
## 393                           318
## 394                           405
## 395                           405
## 396                           525
## 397                           525
## 398                           309
## 399                           309
## 400                           405
## 401                           405
## 402                           534
## 403                           534
## 404                           314
## 405                           314
## 406                           405
## 407                           405
## 408                           530
## 409                           530
## 410                           215
## 411                           215
## 412                           215
## 413                           415
## 414                           415
## 415                           415
## 416                           262
## 417                           262
## 418                           262
## 419                           442
## 420                           442
## 421                           442
## 422                           265
## 423                           265
## 424                           265
## 425                           390
## 426                           390
## 427                           390
## 428                           250
## 429                           250
## 430                           250
## 431                           390
## 432                           390
## 433                           390
## 434                           535
## 435                           535
## 436                           330
## 437                           330
## 438                           330
## 439                           460
## 440                           460
## 441                           460
## 442                           205
## 443                           205
## 444                           218
## 445                           218
## 446                           218
## 447                           210
## 448                           210
## 449                           210
## 450                           245
## 451                           245
## 452                           245
## 453                           405
## 454                           405
## 455                           405
## 456                           320
## 457                           320
## 458                           320
## 459                           470
## 460                           470
## 461                           470
## 462                           280
## 463                           280
## 464                           365
## 465                           365
## 466                           510
## 467                           510
## 468                           490
## 469                           490
## 470                           250
## 471                           250
## 472                           250
## 473                           420
## 474                           420
## 475                           420
## 476                           410
## 477                           410
## 478                           410
## 479                           500
## 480                           500
## 481                           500
## 482                           250
## 483                           250
## 484                           250
## 485                           340
## 486                           340
## 487                           340
## 488                           460
## 489                           460
## 490                           460
## 491                           360
## 492                           360
## 493                           360
## 494                           180
## 495                           180
## 496                           180
## 497                           425
## 498                           425
## 499                           425
## 500                           390
## 501                           390
## 502                           390
## 503                           210
## 504                           210
## 505                           210
## 506                           430
## 507                           430
## 508                           430
## 509                           525
## 510                           525
## 511                           525
## 512                           525
## 513                           405
## 514                           405
## 515                           405
## 516                           490
## 517                           490
## 518                           490
## 519                           435
## 520                           336
## 521                           405
## 522                           405
## 523                           455
## 524                           455
## 525                           455
## 526                           290
## 527                           290
## 528                           465
## 529                           465
## 530                           415
## 531                           415
## 532                           415
## 533                           430
## 534                           430
## 535                           430
## 536                           510
## 537                           510
## 538                           510
## 539                           300
## 540                           300
## 541                           300
## 542                           450
## 543                           450
## 544                           450
## 545                           430
## 546                           430
## 547                           430
## 548                           500
## 549                           500
## 550                           500
## 551                           505
## 552                           505
## 553                           505
## 554                           500
## 555                           500
## 556                           500
## 557                           430
## 558                           430
## 559                           430
## 560                           330
## 561                           330
## 562                           330
## 563                           500
## 564                           500
## 565                           500
## 566                           250
## 567                           250
## 568                           250
## 569                           410
## 570                           410
## 571                           410
## 572                           250
## 573                           250
## 574                           250
## 575                           450
## 576                           450
## 577                           450
## 578                           380
## 579                           380
## 580                           380
## 581                           300
## 582                           300
## 583                           300
## 584                           480
## 585                           480
## 586                           480
## 587                           330
## 588                           330
## 589                           330
## 590                           465
## 591                           465
## 592                           465
## 593                           465
## 594                           465
## 595                           465
## 596                           330
## 597                           330
## 598                           330
## 599                           500
## 600                           500
## 601                           500
## 602                           540
## 603                           540
## 604                           540
## 605                           330
## 606                           330
## 607                           500
## 608                           500
## 609                           515
## 610                           515
## 611                           515
## 612                           465
## 613                           465
## 614                           465
## 615                           250
## 616                           250
## 617                           250
## 618                           210
## 619                           210
## 620                           210
## 621                           455
## 622                           455
## 623                           455
## 624                           305
## 625                           305
## 626                           305
## 627                           360
## 628                           360
## 629                           365
## 630                           365
## 631                           490
## 632                           490
## 633                           490
## 634                           540
## 635                           540
## 636                           540
## 637                           580
## 638                           580
## 639                           580
## 640                           580
## 641                           580
## 642                           580
## 643                           300
## 644                           300
## 645                           410
## 646                           600
## 647                           600
## 648                           680
## 649                           680
## 650                           680
## 651                           680
## 652                           600
## 653                           310
## 654                           310
## 655                           405
## 656                           405
## 657                           530
## 658                           530
## 659                           310
## 660                           310
## 661                           405
## 662                           405
## 663                           530
## 664                           530
## 665                           310
## 666                           310
## 667                           405
## 668                           405
## 669                           535
## 670                           535
## 671                           220
## 672                           220
## 673                           220
## 674                           420
## 675                           420
## 676                           420
## 677                           240
## 678                           240
## 679                           240
## 680                           420
## 681                           420
## 682                           420
## 683                           195
## 684                           195
## 685                           205
## 686                           395
## 687                           395
## 688                           205
## 689                           385
## 690                           385
## 691                           220
## 692                           220
## 693                           220
## 694                           340
## 695                           340
## 696                           340
## 697                           480
## 698                           480
## 699                           480
## 700                           220
## 701                           220
## 702                           220
## 703                           340
## 704                           340
## 705                           340
## 706                           480
## 707                           480
## 708                           480
## 709                           270
## 710                           270
## 711                           430
## 712                           430
## 713                           270
## 714                           270
## 715                           430
## 716                           430
## 717                           198
## 718                           198
## 719                           198
## 720                           278
## 721                           278
## 722                           278
## 723                           518
## 724                           518
## 725                           518
## 726                           269
## 727                           269
## 728                           414
## 729                           414
## 730                           295
## 731                           295
## 732                           295
## 733                           460
## 734                           460
## 735                           460
## 736                           280
## 737                           440
## 738                           670
## 739                           266
## 740                           266
## 741                           456
## 742                           456
## 743                           236
## 744                           240
## 745                           240
## 746                           360
## 747                           360
## 748                           490
## 749                           490
## 750                           237
## 751                           237
## 752                           237
## 753                           474
## 754                           474
## 755                           474
## 756                           190
## 757                           190
## 758                           190
## 759                           375
## 760                           375
## 761                           375
## 762                           260
## 763                           260
## 764                           260
## 765                           380
## 766                           380
## 767                           380
## 768                           380
## 769                           380
## 770                           380
## 771                           380
## 772                           380
## 773                           380
## 774                           330
## 775                           330
## 776                           330
## 777                           430
## 778                           430
## 779                           430
## 780                           530
## 781                           530
## 782                           530
## 783                           280
## 784                           280
## 785                           410
## 786                           410
## 787                           295
## 788                           295
## 789                           295
## 790                           475
## 791                           475
## 792                           475
## 793                           405
## 794                           405
## 795                           405
## 796                           405
## 797                           400
## 798                           400
## 799                           400
## 800                           400
## 801                           400
## 802                           400
## 803                           400
## 804                           400
## 805                           400
## 806                           302
## 807                           302
## 808                           302
## 809                           467
## 810                           467
## 811                           467
## 812                           305
## 813                           305
## 814                           460
## 815                           460
## 816                           400
## 817                           400
## 818                           400
## 819                           500
## 820                           500
## 821                           500
## 822                           305
## 823                           305
## 824                           305
## 825                           460
## 826                           460
## 827                           460
## 828                           470
## 829                           470
## 830                           330
## 831                           330
## 832                           330
## 833                           470
## 834                           470
## 835                           470
## 836                           360
## 837                           360
## 838                           360
## 839                           290
## 840                           290
## 841                           290
## 842                           340
## 843                           520
## 844                           335
## 845                           335
## 846                           475
## 847                           475
## 848                           310
## 849                           310
## 850                           490
## 851                           490
## 852                           458
## 853                           458
## 854                           458
## 855                           458
## 856                           440
## 857                           440
## 858                           288
## 859                           288
## 860                           288
## 861                           468
## 862                           468
## 863                           468
## 864                           308
## 865                           308
## 866                           308
## 867                           468
## 868                           468
## 869                           468
## 870                           300
## 871                           500
## 872                           355
## 873                           355
## 874                           495
## 875                           495
## 876                           355
## 877                           355
## 878                           495
## 879                           495
## 880                           200
## 881                           200
## 882                           200
## 883                           540
## 884                           540
## 885                           540
## 886                           420
## 887                           440
## 888                           440
## 889                           295
## 890                           295
## 891                           295
## 892                           455
## 893                           455
## 894                           455
## 895                           295
## 896                           295
## 897                           455
## 898                           455
## 899                           460
## 900                           460
## 901                           460
## 902                           425
## 903                           465
## 904                           465
## 905                           465
## 906                           260
## 907                           260
## 908                           300
## 909                           300
## 910                           300
## 911                           480
## 912                           480
## 913                           480
## 914                           290
## 915                           290
## 916                           290
## 917                           410
## 918                           410
## 919                           410
## 920                           530
## 921                           530
## 922                           530
## 923                           345
## 924                           345
## 925                           485
## 926                           485
## 927                           485
## 928                           485
## 929                           485
## 930                           485
## 931                           485
## 932                           330
## 933                           330
## 934                           300
## 935                           300
## 936                           420
## 937                           420
## 938                           600
## 939                           600
## 940                           300
## 941                           300
## 942                           420
## 943                           420
## 944                           600
## 945                           600
## 946                           580
## 947                           580
## 948                           580
## 949                           580
## 950                           580
## 951                           580
## 952                           600
## 953                           600
## 954                           670
## 955                           670
## 956                           680
## 957                           600
## 958                           600
## 959                           318
## 960                           318
## 961                           405
## 962                           405
## 963                           525
## 964                           525
## 965                           309
## 966                           309
## 967                           405
## 968                           405
## 969                           534
## 970                           534
## 971                           314
## 972                           314
## 973                           405
## 974                           405
## 975                           530
## 976                           530
## 977                           245
## 978                           245
## 979                           340
## 980                           340
## 981                           485
## 982                           485
## 983                           250
## 984                           250
## 985                           250
## 986                           410
## 987                           410
## 988                           410
## 989                           194
## 990                           194
## 991                           384
## 992                           384
## 993                           263
## 994                           263
## 995                           263
## 996                           363
## 997                           363
## 998                           363
## 999                           523
## 1000                          523
## 1001                          523
## 1002                          280
## 1003                          280
## 1004                          280
## 1005                          515
## 1006                          515
## 1007                          515
## 1008                          350
## 1009                          350
## 1010                          495
## 1011                          495
## 1012                          350
## 1013                          350
## 1014                          495
## 1015                          495
## 1016                          224
## 1017                          224
## 1018                          424
## 1019                          424
## 1020                          424
## 1021                          424
## 1022                          244
## 1023                          244
## 1024                          474
## 1025                          474
## 1026                          405
## 1027                          405
## 1028                          405
## 1029                          330
## 1030                          330
## 1031                          495
## 1032                          495
## 1033                          275
## 1034                          450
## 1035                          325
## 1036                          325
## 1037                          325
## 1038                          475
## 1039                          475
## 1040                          475
## 1041                          482
## 1042                          482
## 1043                          482
## 1044                          348
## 1045                          348
## 1046                          348
## 1047                          498
## 1048                          498
## 1049                          498
## 1050                          350
## 1051                          350
## 1052                          350
## 1053                          480
## 1054                          480
## 1055                          480
## 1056                          495
## 1057                          505
## 1058                          505
## 1059                          505
## 1060                          310
## 1061                          310
## 1062                          310
## 1063                          452
## 1064                          452
## 1065                          452
## 1066                          285
## 1067                          329
## 1068                          329
## 1069                          329
## 1070                          479
## 1071                          479
## 1072                          479
## 1073                          300
## 1074                          300
## 1075                          300
## 1076                          500
## 1077                          500
## 1078                          500
## 1079                          290
## 1080                          290
## 1081                          290
## 1082                          310
## 1083                          310
## 1084                          310
## 1085                          220
## 1086                          220
## 1087                          220
## 1088                          411
## 1089                          411
## 1090                          411
## 1091                          485
## 1092                          485
## 1093                          300
## 1094                          300
## 1095                          410
## 1096                          410
## 1097                          600
## 1098                          600
## 1099                          390
## 1100                          390
## 1101                          390
## 1102                          285
## 1103                          285
## 1104                          285
## 1105                          525
## 1106                          525
## 1107                          525
## 1108                          330
## 1109                          330
## 1110                          525
## 1111                          525
## 1112                          330
## 1113                          330
## 1114                          330
## 1115                          500
## 1116                          500
## 1117                          500
## 1118                          300
## 1119                          300
## 1120                          300
## 1121                          490
## 1122                          490
## 1123                          490
## 1124                          454
## 1125                          330
## 1126                          330
## 1127                          330
## 1128                          460
## 1129                          460
## 1130                          460
## 1131                          345
## 1132                          345
## 1133                          345
## 1134                          334
## 1135                          334
## 1136                          494
## 1137                          494
## 1138                          510
## 1139                          510
## 1140                          535
## 1141                          535
## 1142                          535
## 1143                          515
## 1144                          515
## 1145                          515
## 1146                          535
## 1147                          535
## 1148                          535
## 1149                          535
## 1150                          535
## 1151                          535
## 1152                          540
## 1153                          540
## 1154                          540
## 1155                          540
## 1156                          545
## 1157                          545
## 1158                          545
## 1159                          515
## 1160                          515
## 1161                          515
## 1162                          525
## 1163                          525
## 1164                          525
## 1165                          525
## 1166                          510
## 1167                          510
## 1168                          510
## 1169                          530
## 1170                          530
## 1171                          530
## 1172                          535
## 1173                          535
## 1174                          535
## 1175                          518
## 1176                          518
## 1177                          525
## 1178                          525
## 1179                          525
## 1180                          525
## 1181                          525
## 1182                          480
## 1183                          480
## 1184                          440
## 1185                          580
## 1186                          580
## 1187                          580
## 1188                          680
## 1189                          680
## 1190                          680
## 1191                          680
## 1192                          600
## 1193                          600
## 1194                          670
## 1195                          680
## 1196                          680
## 1197                          600
## 1198                          480
## 1199                          600
## 1200                          600
## 1201                          600
## 1202                          720
## 1203                          600
## 1204                          308
## 1205                          308
## 1206                          413
## 1207                          413
## 1208                          528
## 1209                          528
## 1210                          308
## 1211                          308
## 1212                          418
## 1213                          418
## 1214                          528
## 1215                          528
## 1216                          308
## 1217                          308
## 1218                          413
## 1219                          413
## 1220                          528
## 1221                          528
## 1222                          255
## 1223                          255
## 1224                          255
## 1225                          420
## 1226                          420
## 1227                          420
## 1228                          275
## 1229                          275
## 1230                          275
## 1231                          370
## 1232                          370
## 1233                          370
## 1234                          500
## 1235                          500
## 1236                          500
## 1237                          281
## 1238                          281
## 1239                          281
## 1240                          446
## 1241                          446
## 1242                          446
## 1243                          316
## 1244                          316
## 1245                          498
## 1246                          498
## 1247                          316
## 1248                          316
## 1249                          498
## 1250                          498
## 1251                          316
## 1252                          316
## 1253                          498
## 1254                          498
## 1255                          292
## 1256                          292
## 1257                          292
## 1258                          487
## 1259                          487
## 1260                          487
## 1261                          264
## 1262                          264
## 1263                          264
## 1264                          358
## 1265                          358
## 1266                          358
## 1267                          488
## 1268                          488
## 1269                          488
## 1270                          295
## 1271                          295
## 1272                          295
## 1273                          497
## 1274                          497
## 1275                          497
## 1276                          280
## 1277                          280
## 1278                          390
## 1279                          390
## 1280                          515
## 1281                          515
## 1282                          313
## 1283                          313
## 1284                          313
## 1285                          425
## 1286                          425
## 1287                          425
## 1288                          328
## 1289                          328
## 1290                          328
## 1291                          508
## 1292                          508
## 1293                          508
## 1294                          445
## 1295                          445
## 1296                          445
## 1297                          305
## 1298                          305
## 1299                          305
## 1300                          405
## 1301                          405
## 1302                          405
## 1303                          505
## 1304                          505
## 1305                          505
## 1306                          294
## 1307                          294
## 1308                          294
## 1309                          384
## 1310                          384
## 1311                          384
## 1312                          509
## 1313                          509
## 1314                          509
## 1315                          465
## 1316                          465
## 1317                          465
## 1318                          465
## 1319                          465
## 1320                          465
## 1321                          310
## 1322                          310
## 1323                          310
## 1324                          380
## 1325                          380
## 1326                          380
## 1327                          500
## 1328                          500
## 1329                          500
## 1330                          260
## 1331                          260
## 1332                          260
## 1333                          360
## 1334                          360
## 1335                          360
## 1336                          485
## 1337                          485
## 1338                          485
## 1339                          280
## 1340                          280
## 1341                          280
## 1342                          480
## 1343                          480
## 1344                          480
## 1345                          280
## 1346                          280
## 1347                          280
## 1348                          480
## 1349                          480
## 1350                          480
## 1351                          460
## 1352                          460
## 1353                          460
## 1354                          292
## 1355                          292
## 1356                          292
## 1357                          351
## 1358                          351
## 1359                          351
## 1360                          519
## 1361                          519
## 1362                          519
## 1363                          315
## 1364                          315
## 1365                          480
## 1366                          480
## 1367                          461
## 1368                          461
## 1369                          461
## 1370                          325
## 1371                          325
## 1372                          325
## 1373                          475
## 1374                          475
## 1375                          475
## 1376                          348
## 1377                          348
## 1378                          348
## 1379                          488
## 1380                          488
## 1381                          488
## 1382                          490
## 1383                          490
## 1384                          490
## 1385                          303
## 1386                          483
## 1387                          355
## 1388                          355
## 1389                          355
## 1390                          495
## 1391                          495
## 1392                          495
## 1393                          401
## 1394                          567
## 1395                          329
## 1396                          329
## 1397                          329
## 1398                          474
## 1399                          474
## 1400                          474
## 1401                          330
## 1402                          510
## 1403                          300
## 1404                          300
## 1405                          300
## 1406                          470
## 1407                          470
## 1408                          470
## 1409                          290
## 1410                          290
## 1411                          290
## 1412                          390
## 1413                          390
## 1414                          390
## 1415                          490
## 1416                          490
## 1417                          490
## 1418                          290
## 1419                          290
## 1420                          290
## 1421                          370
## 1422                          370
## 1423                          370
## 1424                          490
## 1425                          490
## 1426                          490
## 1427                          305
## 1428                          305
## 1429                          305
## 1430                          473
## 1431                          473
## 1432                          473
## 1433                          305
## 1434                          305
## 1435                          395
## 1436                          395
## 1437                          535
## 1438                          535
## 1439                          335
## 1440                          335
## 1441                          335
## 1442                          475
## 1443                          475
## 1444                          475
## 1445                          428
## 1446                          428
## 1447                          315
## 1448                          315
## 1449                          315
## 1450                          495
## 1451                          495
## 1452                          495
## 1453                          294
## 1454                          294
## 1455                          464
## 1456                          464
## 1457                          335
## 1458                          335
## 1459                          335
## 1460                          480
## 1461                          480
## 1462                          480
## 1463                          470
## 1464                          470
## 1465                          470
## 1466                          319
## 1467                          319
## 1468                          319
## 1469                          472
## 1470                          472
## 1471                          472
## 1472                          305
## 1473                          489
## 1474                          489
## 1475                          300
## 1476                          300
## 1477                          300
## 1478                          440
## 1479                          440
## 1480                          440
## 1481                          520
## 1482                          520
## 1483                          520
## 1484                          275
## 1485                          405
## 1486                          515
## 1487                          335
## 1488                          335
## 1489                          335
## 1490                          485
## 1491                          485
## 1492                          485
## 1493                          275
## 1494                          275
## 1495                          275
## 1496                          370
## 1497                          370
## 1498                          370
## 1499                          520
## 1500                          520
## 1501                          520
## 1502                          320
## 1503                          320
## 1504                          320
## 1505                          410
## 1506                          410
## 1507                          410
## 1508                          540
## 1509                          540
## 1510                          540
## 1511                          305
## 1512                          305
## 1513                          485
## 1514                          485
## 1515                          485
## 1516                          305
## 1517                          305
## 1518                          305
## 1519                          495
## 1520                          495
## 1521                          495
## 1522                          471
## 1523                          471
## 1524                          471
## 1525                          350
## 1526                          350
## 1527                          350
## 1528                          510
## 1529                          510
## 1530                          510
## 1531                          485
## 1532                          485
## 1533                          485
## 1534                          303
## 1535                          303
## 1536                          303
## 1537                          483
## 1538                          483
## 1539                          483
## 1540                          340
## 1541                          340
## 1542                          340
## 1543                          490
## 1544                          490
## 1545                          490
## 1546                          490
## 1547                          490
## 1548                          490
## 1549                          350
## 1550                          350
## 1551                          350
## 1552                          510
## 1553                          510
## 1554                          510
## 1555                          370
## 1556                          370
## 1557                          370
## 1558                          510
## 1559                          510
## 1560                          510
## 1561                          484
## 1562                          484
## 1563                          484
## 1564                          484
## 1565                          484
## 1566                          484
## 1567                          300
## 1568                          420
## 1569                          600
## 1570                          360
## 1571                          360
## 1572                          550
## 1573                          550
## 1574                          580
## 1575                          580
## 1576                          580
## 1577                          580
## 1578                          580
## 1579                          580
## 1580                          580
## 1581                          680
## 1582                          680
## 1583                          600
## 1584                          600
## 1585                          660
## 1586                          580
## 1587                          600
## 1588                          600
## 1589                          313
## 1590                          313
## 1591                          405
## 1592                          405
## 1593                          530
## 1594                          530
## 1595                          307
## 1596                          307
## 1597                          409
## 1598                          409
## 1599                          534
## 1600                          534
## 1601                          314
## 1602                          314
## 1603                          405
## 1604                          405
## 1605                          530
## 1606                          530
## 1607                          237
## 1608                          237
## 1609                          237
## 1610                          423
## 1611                          423
## 1612                          423
## 1613                          278
## 1614                          278
## 1615                          382
## 1616                          382
## 1617                          499
## 1618                          499
## 1619                          200
## 1620                          200
## 1621                          200
## 1622                          213
## 1623                          213
## 1624                          411
## 1625                          411
## 1626                          411
## 1627                          369
## 1628                          369
## 1629                          369
## 1630                          507
## 1631                          507
## 1632                          507
## 1633                          303
## 1634                          303
## 1635                          371
## 1636                          371
## 1637                          552
## 1638                          552
## 1639                          350
## 1640                          350
## 1641                          531
## 1642                          531
## 1643                          348
## 1644                          348
## 1645                          348
## 1646                          495
## 1647                          495
## 1648                          495
## 1649                          472
## 1650                          355
## 1651                          355
## 1652                          355
## 1653                          466
## 1654                          466
## 1655                          466
## 1656                          325
## 1657                          448
## 1658                          520
## 1659                          341
## 1660                          341
## 1661                          462
## 1662                          462
## 1663                          341
## 1664                          341
## 1665                          480
## 1666                          480
## 1667                          288
## 1668                          288
## 1669                          288
## 1670                          482
## 1671                          482
## 1672                          482
## 1673                          306
## 1674                          306
## 1675                          306
## 1676                          500
## 1677                          500
## 1678                          500
## 1679                          320
## 1680                          320
## 1681                          320
## 1682                          494
## 1683                          494
## 1684                          494
## 1685                          330
## 1686                          500
## 1687                          289
## 1688                          289
## 1689                          289
## 1690                          481
## 1691                          481
## 1692                          481
## 1693                          362
## 1694                          362
## 1695                          521
## 1696                          521
## 1697                          362
## 1698                          362
## 1699                          521
## 1700                          521
## 1701                          525
## 1702                          525
## 1703                          500
## 1704                          500
## 1705                          500
## 1706                          431
## 1707                          431
## 1708                          431
## 1709                          500
## 1710                          500
## 1711                          300
## 1712                          300
## 1713                          300
## 1714                          452
## 1715                          452
## 1716                          452
## 1717                          600
## 1718                          600
## 1719                          600
## 1720                          470
## 1721                          470
## 1722                          309
## 1723                          309
## 1724                          309
## 1725                          474
## 1726                          474
## 1727                          474
## 1728                          335
## 1729                          335
## 1730                          335
## 1731                          494
## 1732                          494
## 1733                          494
## 1734                          304
## 1735                          304
## 1736                          304
## 1737                          514
## 1738                          514
## 1739                          514
## 1740                          245
## 1741                          245
## 1742                          245
## 1743                          535
## 1744                          535
## 1745                          535
## 1746                          680
## 1747                          680
## 1748                          600
## 1749                          600
## 1750                          600
## 1751                          600
## 1752                          600
## 1753                          600
## 1754                          600
## 1755                          424
## 1756                          424
## 1757                          424
## 1758                          424
## 1759                          600
## 1760                          680
## 1761                          520
## 1762                          520
## 1763                          520
## 1764                          520
## 1765                          520
## 1766                          420
## 1767                          420
## 1768                          420
## 1769                          460
## 1770                          460
## 1771                          460
## 1772                          540
## 1773                          540
## 1774                          600
## 1775                          580
## 1776                          580
## 1777                          600
## 1778                          700
## 1779                          700
## 1780                          580
## 1781                          466
## 1782                          466
## 1783                          466
## 1784                          520
## 1785                          335
## 1786                          335
## 1787                          335
## 1788                          335
## 1789                          335
## 1790                          335
## 1791                          335
## 1792                          335
## 1793                          335
## 1794                          494
## 1795                          494
## 1796                          494
## 1797                          494
## 1798                          494
## 1799                          494
## 1800                          494
## 1801                          494
## 1802                          494
## 1803                          625
## 1804                          634
## 1805                          634
## 1806                          630
## 1807                          590
## 1808                          600
## 1809                          590
## 1810                          600
## 1811                          640
## 1812                          615
## 1813                          780
## 1814                          780
## 1815                          610
## 1816                          600
## 1817                          600
## 1818                          600
## 1819                          700
## 1820                          630
## 1821                          618
## 1822                          480
## 1823                          630
## 1824                          510
## 1825                          575
## 1826                          555
## 1827                          565
## 1828                          700
## 1829                          625
## 1830                          594
## 1831                          551
## 1832                          551
## 1833                          700
## 1834                          700
## 1835                          635
## 1836                          630
## 1837                          480
## 1838                          590
## 1839                          618
## 1840                          545
## 1841                          560
## 1842                          590
## 1843                          610
## 1844                          579
## 1845                          580
## 1846                          700
## 1847                          700
## 1848                          770
## 1849                          770
## 1850                          780
## 1851                          320
## 1852                          320
## 1853                          320
## 1854                          320
## 1855                          320
## 1856                          320
## 1857                          320
## 1858                          320
## 1859                          320
## 1860                          320
## 1861                          320
## 1862                          320
## 1863                          680
## 1864                          560
## 1865                          580
## 1866                          700
## 1867                          495

Now that we have all of the pokemon, their abilities, and base stats, lets see how many abilities and how many of each one there are.

ability_nums = dbGetQuery(pokemonDatabase, "
           SELECT DISTINCT ability_id 
           FROM pokemon_abilities")
dim(ability_nums)[1]
## [1] 191
dbGetQuery(pokemonDatabase, "
           SELECT ability_id, COUNT(ability_id)
           FROM pokemon_abilities
           GROUP BY ability_id
           ")
##     ability_id COUNT(ability_id)
## 1            1                 7
## 2            2                 2
## 3            3                12
## 4            4                 8
## 5            5                36
## 6            6                18
## 7            7                10
## 8            8                20
## 9            9                21
## 10          10                 7
## 11          11                22
## 12          12                20
## 13          13                 6
## 14          14                 9
## 15          15                20
## 16          16                 1
## 17          17                 3
## 18          18                18
## 19          19                 7
## 20          20                20
## 21          21                 5
## 22          22                29
## 23          23                 6
## 24          24                 6
## 25          25                 1
## 26          26                40
## 27          27                 7
## 28          28                15
## 29          29                13
## 30          30                15
## 31          31                22
## 32          32                13
## 33          33                39
## 34          34                35
## 35          35                 6
## 36          36                 6
## 37          37                 6
## 38          38                16
## 39          39                27
## 40          40                 3
## 41          41                11
## 42          42                 5
## 43          43                12
## 44          44                11
## 45          45                 4
## 46          46                28
## 47          47                22
## 48          48                15
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## 50          50                24
## 51          51                32
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## 53          53                21
## 54          54                 3
## 55          55                18
## 56          56                13
## 57          57                 8
## 58          58                 6
## 59          59                 4
## 60          60                 8
## 61          61                16
## 62          62                21
## 63          63                 3
## 64          64                 4
## 65          65                20
## 66          66                20
## 67          67                20
## 68          68                24
## 69          69                20
## 70          70                 4
## 71          71                 3
## 72          72                12
## 73          73                 2
## 74          74                 3
## 75          75                22
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## 85          85                 2
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## 93          93                21
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## 95          95                 9
## 96          96                 2
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## 99          99                 9
## 100        100                 1
## 101        101                15
## 102        102                14
## 103        103                 7
## 104        104                18
## 105        105                 9
## 106        106                 8
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## 110        110                 9
## 111        111                 3
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## 113        113                11
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## 115        115                14
## 116        116                 4
## 117        117                 5
## 118        118                 2
## 119        119                26
## 120        120                12
## 121        121                 1
## 122        122                 1
## 123        123                 1
## 124        124                 7
## 125        125                26
## 126        126                 7
## 127        127                19
## 128        128                12
## 129        129                 2
## 130        130                 5
## 131        131                 8
## 132        132                 8
## 133        133                16
## 134        134                 5
## 135        135                 5
## 136        136                 2
## 137        137                 1
## 138        138                 2
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## 140        140                16
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## 142        142                19
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## 144        144                17
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## 148        148                12
## 149        149                 2
## 150        150                 1
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## 183        183                 3
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## 187        187                 1
## 188        188                 1
## 189        189                 1
## 190        190                 1
## 191        191                 1

Research Question X:

Based on historical data, can we build a predictive model that estimates a Pokémon’s base stats based on its type, weight, height, and generation

dbListTables(pokemonDatabase)
##   [1] "abilities"                          "ability_changelog"                 
##   [3] "ability_changelog_prose"            "ability_flavor_text"               
##   [5] "ability_names"                      "ability_prose"                     
##   [7] "berries"                            "berry_firmness"                    
##   [9] "berry_firmness_names"               "berry_flavors"                     
##  [11] "characteristic_text"                "characteristics"                   
##  [13] "conquest_episode_names"             "conquest_episode_warriors"         
##  [15] "conquest_episodes"                  "conquest_kingdom_names"            
##  [17] "conquest_kingdoms"                  "conquest_max_links"                
##  [19] "conquest_move_data"                 "conquest_move_displacement_prose"  
##  [21] "conquest_move_displacements"        "conquest_move_effect_prose"        
##  [23] "conquest_move_effects"              "conquest_move_range_prose"         
##  [25] "conquest_move_ranges"               "conquest_pokemon_abilities"        
##  [27] "conquest_pokemon_evolution"         "conquest_pokemon_moves"            
##  [29] "conquest_pokemon_stats"             "conquest_stat_names"               
##  [31] "conquest_stats"                     "conquest_transformation_pokemon"   
##  [33] "conquest_transformation_warriors"   "conquest_warrior_archetypes"       
##  [35] "conquest_warrior_names"             "conquest_warrior_rank_stat_map"    
##  [37] "conquest_warrior_ranks"             "conquest_warrior_skill_names"      
##  [39] "conquest_warrior_skills"            "conquest_warrior_specialties"      
##  [41] "conquest_warrior_stat_names"        "conquest_warrior_stats"            
##  [43] "conquest_warrior_transformation"    "conquest_warriors"                 
##  [45] "contest_combos"                     "contest_effect_prose"              
##  [47] "contest_effects"                    "contest_type_names"                
##  [49] "contest_types"                      "egg_group_prose"                   
##  [51] "egg_groups"                         "encounter_condition_prose"         
##  [53] "encounter_condition_value_map"      "encounter_condition_value_prose"   
##  [55] "encounter_condition_values"         "encounter_conditions"              
##  [57] "encounter_method_prose"             "encounter_methods"                 
##  [59] "encounter_slots"                    "encounters"                        
##  [61] "evolution_chains"                   "evolution_trigger_prose"           
##  [63] "evolution_triggers"                 "experience"                        
##  [65] "genders"                            "generation_names"                  
##  [67] "generations"                        "growth_rate_prose"                 
##  [69] "growth_rates"                       "item_categories"                   
##  [71] "item_category_prose"                "item_flag_map"                     
##  [73] "item_flag_prose"                    "item_flags"                        
##  [75] "item_flavor_summaries"              "item_flavor_text"                  
##  [77] "item_fling_effect_prose"            "item_fling_effects"                
##  [79] "item_game_indices"                  "item_names"                        
##  [81] "item_pocket_names"                  "item_pockets"                      
##  [83] "item_prose"                         "items"                             
##  [85] "language_names"                     "languages"                         
##  [87] "location_area_encounter_rates"      "location_area_prose"               
##  [89] "location_areas"                     "location_game_indices"             
##  [91] "location_names"                     "locations"                         
##  [93] "machines"                           "move_battle_style_prose"           
##  [95] "move_battle_styles"                 "move_changelog"                    
##  [97] "move_damage_class_prose"            "move_damage_classes"               
##  [99] "move_effect_changelog"              "move_effect_changelog_prose"       
## [101] "move_effect_prose"                  "move_effects"                      
## [103] "move_flag_map"                      "move_flag_prose"                   
## [105] "move_flags"                         "move_flavor_summaries"             
## [107] "move_flavor_text"                   "move_meta"                         
## [109] "move_meta_ailment_names"            "move_meta_ailments"                
## [111] "move_meta_categories"               "move_meta_category_prose"          
## [113] "move_meta_stat_changes"             "move_names"                        
## [115] "move_target_prose"                  "move_targets"                      
## [117] "moves"                              "nature_battle_style_preferences"   
## [119] "nature_names"                       "nature_pokeathlon_stats"           
## [121] "natures"                            "pal_park"                          
## [123] "pal_park_area_names"                "pal_park_areas"                    
## [125] "pokeathlon_stat_names"              "pokeathlon_stats"                  
## [127] "pokedex_prose"                      "pokedex_version_groups"            
## [129] "pokedexes"                          "pokemon"                           
## [131] "pokemon_abilities"                  "pokemon_color_names"               
## [133] "pokemon_colors"                     "pokemon_dex_numbers"               
## [135] "pokemon_egg_groups"                 "pokemon_evolution"                 
## [137] "pokemon_form_generations"           "pokemon_form_names"                
## [139] "pokemon_form_pokeathlon_stats"      "pokemon_forms"                     
## [141] "pokemon_game_indices"               "pokemon_habitat_names"             
## [143] "pokemon_habitats"                   "pokemon_items"                     
## [145] "pokemon_move_method_prose"          "pokemon_move_methods"              
## [147] "pokemon_moves"                      "pokemon_shape_prose"               
## [149] "pokemon_shapes"                     "pokemon_species"                   
## [151] "pokemon_species_flavor_summaries"   "pokemon_species_flavor_text"       
## [153] "pokemon_species_names"              "pokemon_species_prose"             
## [155] "pokemon_stats"                      "pokemon_types"                     
## [157] "region_names"                       "regions"                           
## [159] "stat_names"                         "stats"                             
## [161] "super_contest_combos"               "super_contest_effect_prose"        
## [163] "super_contest_effects"              "type_efficacy"                     
## [165] "type_game_indices"                  "type_names"                        
## [167] "types"                              "version_group_pokemon_move_methods"
## [169] "version_group_regions"              "version_groups"                    
## [171] "version_names"                      "versions"
dbDisconnect(pokemonDatabase)